The data

library(dplyr)

Attaching package: ‘dplyr’

The following objects are masked from ‘package:stats’:

    filter, lag

The following objects are masked from ‘package:base’:

    intersect, setdiff, setequal, union
library(ggplot2)
library(readr)
library(keras)
library(purrr)
library(forcats)
library(ggrepel)

use_session_with_seed(7777, disable_gpu = FALSE, disable_parallel_cpu = FALSE)
2018-11-25 11:44:06.524616: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
Set session seed to 7777
data <- read_csv("data/survey_results_public.csv", progress = FALSE)
Parsed with column specification:
cols(
  .default = col_character(),
  Respondent = col_integer(),
  AssessJob1 = col_integer(),
  AssessJob2 = col_integer(),
  AssessJob3 = col_integer(),
  AssessJob4 = col_integer(),
  AssessJob5 = col_integer(),
  AssessJob6 = col_integer(),
  AssessJob7 = col_integer(),
  AssessJob8 = col_integer(),
  AssessJob9 = col_integer(),
  AssessJob10 = col_integer(),
  AssessBenefits1 = col_integer(),
  AssessBenefits2 = col_integer(),
  AssessBenefits3 = col_integer(),
  AssessBenefits4 = col_integer(),
  AssessBenefits5 = col_integer(),
  AssessBenefits6 = col_integer(),
  AssessBenefits7 = col_integer(),
  AssessBenefits8 = col_integer(),
  AssessBenefits9 = col_integer()
  # ... with 23 more columns
)
See spec(...) for full column specifications.

We zoom in on a few categorical variables. For our demo, we want to try to predict ethical convictions/behavior (as measured by one of four ethics-related questions), as well as job satisfaction. Thus, in the pick of variables below we plan to use EthicsChoice and JobSatisfaction as targets, the others as predictors.

data <- data %>% select(
  FormalEducation,
  UndergradMajor,
  starts_with("AssessJob"),
  EthicsChoice,
  LanguageWorkedWith,
  OperatingSystem,
  EthicsChoice,
  JobSatisfaction
)

data <- data %>% mutate_if(is.character, factor)

Variable contents/formats

data %>% glimpse()
Observations: 98,855
Variables: 16
$ FormalEducation    <fct> Bachelor’s degree (BA, BS, B.Eng., etc.), Bachelor’s degree (BA, BS, B.E...
$ UndergradMajor     <fct> Mathematics or statistics, A natural science (ex. biology, chemistry, ph...
$ AssessJob1         <int> 10, 1, NA, NA, 8, 8, 5, 6, 6, NA, NA, NA, NA, 6, 1, NA, 5, 9, NA, NA, 7,...
$ AssessJob2         <int> 7, 7, NA, NA, 5, 5, 3, 5, 3, NA, NA, NA, NA, 9, 9, NA, 7, 4, NA, NA, 4, ...
$ AssessJob3         <int> 8, 10, NA, NA, 7, 4, 9, 4, 7, NA, NA, NA, NA, 2, 2, NA, 4, 10, NA, NA, 1...
$ AssessJob4         <int> 1, 8, NA, NA, 1, 9, 4, 2, 4, NA, NA, NA, NA, 4, 10, NA, 8, 3, NA, NA, 2,...
$ AssessJob5         <int> 2, 2, NA, NA, 2, 1, 1, 7, 1, NA, NA, NA, NA, 3, 6, NA, 2, 1, NA, NA, 1, ...
$ AssessJob6         <int> 5, 5, NA, NA, 6, 3, 8, 8, 5, NA, NA, NA, NA, 5, 3, NA, 6, 6, NA, NA, 5, ...
$ AssessJob7         <int> 3, 4, NA, NA, 4, 6, 2, 10, 10, NA, NA, NA, NA, 8, 4, NA, 9, 5, NA, NA, 3...
$ AssessJob8         <int> 4, 3, NA, NA, 3, 2, 7, 1, 8, NA, NA, NA, NA, 7, 5, NA, 1, 2, NA, NA, 6, ...
$ AssessJob9         <int> 9, 6, NA, NA, 10, 10, 10, 9, 9, NA, NA, NA, NA, 10, 7, NA, 10, 7, NA, NA...
$ AssessJob10        <int> 6, 9, NA, NA, 9, 7, 6, 3, 2, NA, NA, NA, NA, 1, 8, NA, 3, 8, NA, NA, 8, ...
$ EthicsChoice       <fct> No, Depends on what it is, NA, No, No, Depends on what it is, Depends on...
$ LanguageWorkedWith <fct> JavaScript;Python;HTML;CSS, JavaScript;Python;Bash/Shell, NA, C#;JavaScr...
$ OperatingSystem    <fct> Linux-based, Linux-based, NA, Windows, Windows, Linux-based, MacOS, Wind...
$ JobSatisfaction    <fct> Extremely satisfied, Moderately dissatisfied, Moderately satisfied, Neit...

Let’s switch to survey_results_schema.csv to see what these variables are.

For the predictors, we have 3 different formats here:

We will need to think about how we can meaningfully encode them.

Preprocessing / variable encoding

The variables we are interested in show a tendency to have been left unanswered by quite a few respondents, so the easiest way to handle missing data here is to exclude the respective participants completely.

data <- na.omit(data)

That leaves us with ~48,000 completed (as far as we’re concerned) questionnaires. Looking at the variables’ contents, we see we’ll have to do something with them before we can start training.

data %>% glimpse()
Observations: 48,610
Variables: 16
$ FormalEducation    <fct> Bachelor’s degree (BA, BS, B.Eng., etc.), Bachelor’s degree (BA, BS, B.E...
$ UndergradMajor     <fct> Mathematics or statistics, A natural science (ex. biology, chemistry, ph...
$ AssessJob1         <int> 10, 1, 8, 8, 5, 6, 6, 6, 9, 7, 3, 1, 6, 7, 7, 3, 4, 10, 5, 8, 7, 3, 5, 4...
$ AssessJob2         <int> 7, 7, 5, 5, 3, 5, 3, 9, 4, 4, 9, 7, 7, 10, 8, 1, 2, 8, 4, 9, 2, 5, 8, 9,...
$ AssessJob3         <int> 8, 10, 7, 4, 9, 4, 7, 2, 10, 10, 10, 6, 10, 8, 9, 10, 5, 6, 2, 10, 1, 9,...
$ AssessJob4         <int> 1, 8, 1, 9, 4, 2, 4, 4, 3, 2, 6, 10, 4, 1, 4, 6, 3, 5, 9, 3, 4, 1, 2, 7,...
$ AssessJob5         <int> 2, 2, 2, 1, 1, 7, 1, 3, 1, 1, 8, 9, 2, 4, 2, 8, 1, 1, 1, 1, 3, 7, 4, 2, ...
$ AssessJob6         <int> 5, 5, 6, 3, 8, 8, 5, 5, 6, 5, 7, 4, 5, 5, 6, 7, 8, 4, 3, 6, 6, 4, 7, 10,...
$ AssessJob7         <int> 3, 4, 4, 6, 2, 10, 10, 8, 5, 3, 1, 2, 3, 2, 1, 9, 9, 3, 10, 4, 8, 10, 9,...
$ AssessJob8         <int> 4, 3, 3, 2, 7, 1, 8, 7, 2, 6, 2, 3, 1, 3, 3, 2, 6, 2, 8, 2, 5, 2, 6, 3, ...
$ AssessJob9         <int> 9, 6, 10, 10, 10, 9, 9, 10, 7, 9, 4, 8, 9, 6, 10, 5, 7, 7, 7, 5, 10, 8, ...
$ AssessJob10        <int> 6, 9, 9, 7, 6, 3, 2, 1, 8, 8, 5, 5, 8, 9, 5, 4, 10, 9, 6, 7, 9, 6, 1, 8,...
$ EthicsChoice       <fct> No, Depends on what it is, No, Depends on what it is, Depends on what it...
$ LanguageWorkedWith <fct> JavaScript;Python;HTML;CSS, JavaScript;Python;Bash/Shell, C;C++;Java;Mat...
$ OperatingSystem    <fct> Linux-based, Linux-based, Windows, Linux-based, MacOS, Windows, MacOS, L...
$ JobSatisfaction    <fct> Extremely satisfied, Moderately dissatisfied, Slightly satisfied, Modera...

Target variables

We want to binarize both target variables. Let’s inspect them, starting with EthicsChoice.

jslevels <- levels(data$JobSatisfaction)
elevels <- levels(data$EthicsChoice)

data <- data %>% mutate(
  JobSatisfaction = JobSatisfaction %>% fct_relevel(
    jslevels[1],
    jslevels[3],
    jslevels[6],
    jslevels[5],
    jslevels[7],
    jslevels[4],
    jslevels[2]
  ),
  EthicsChoice = EthicsChoice %>% fct_relevel(
    elevels[2],
    elevels[1],
    elevels[3]
  ) 
)

ggplot(data, aes(EthicsChoice)) + geom_bar()

You might agree that with a question containing the phrase a purpose or product that you consider extremely unethical, the answer “depends on what it is” feels closer to “yes” than to “no”. If that seems like too skeptical a thought, it’s still the only binarization that achieves a sensible split.

data <- data %>% mutate(
  EthicsChoice = if_else(as.numeric(EthicsChoice) == 2, 1, 0)
  )

Looking at our second target variable, JobSatisfaction:

ggplot(data, aes(JobSatisfaction)) + geom_bar()

We think that given the mode at “moderately satisfied”, a sensible way to binarize is a split into “moderately satisfied” and “extremely satisfied” on one side, all remaining options on the other:

data <- data %>% mutate(
  JobSatisfaction = if_else(as.numeric(JobSatisfaction) > 5, 1, 0)
  )

Predictors

Single-choice (FormalEducation, UndergradMajor and OperatingSystem)

These can simply be one-hot-encoded. For curiosity’s sake, let’s look at how they’re distributed:

data %>% group_by(FormalEducation) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
data %>% group_by(UndergradMajor) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
data %>% group_by(OperatingSystem) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
LanguageWorkedWith (multiple-choice)

LanguageWorkedWithcontains sequences of programming languages, concatenated by semicolon. There are several ways to deal with this. One way to unpack these is using Keras’ text_tokenizer.

language_tokenizer <- text_tokenizer(split = ";", filters = "")
language_tokenizer %>% fit_text_tokenizer(data$LanguageWorkedWith)
language_tokenizer$word_counts
$javascript
[1] 35224

$python
[1] 18623

$html
[1] 33287

$css
[1] 31744

$`bash/shell`
[1] 20997

$c
[1] 9297

$`c++`
[1] 10846

$java
[1] 21503

$matlab
[1] 2465

$r
[1] 3049

$sql
[1] 29217

$typescript
[1] 9551

$assembly
[1] 2699

$coffeescript
[1] 1711

$erlang
[1] 560

$go
[1] 3784

$lua
[1] 1556

$ruby
[1] 5352

$`c#`
[1] 17604

$swift
[1] 4014

$php
[1] 13843

$`objective-c`
[1] 3651

$`f#`
[1] 764

$haskell
[1] 1058

$rust
[1] 1132

$groovy
[1] 2541

$scala
[1] 2475

$kotlin
[1] 2305

$vb.net
[1] 3217

$julia
[1] 215

$vba
[1] 2298

$perl
[1] 2164

$cobol
[1] 317

$`visual basic 6`
[1] 1729

$`delphi/object pascal`
[1] 1174

$clojure
[1] 696

$ocaml
[1] 216

$hack
[1] 94

We have 38 languages overall. We’re curious to see what people work with, of course:

data.frame(
  name = language_tokenizer$word_counts %>% names(),
  count = language_tokenizer$word_counts %>% unlist() %>% unname()
) %>%
 arrange(desc(count))

Now texts_to_matrix will nicely create a multi-hot representation of the multiple-choice column.

langs <- language_tokenizer %>%
  texts_to_matrix(data$LanguageWorkedWith, mode = "count")
langs[1:3, ]
     [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18]
[1,]    0    1    1    1    0    0    0    1    0     0     0     0     0     0     0     0     0     0
[2,]    0    1    0    0    0    0    1    1    0     0     0     0     0     0     0     0     0     0
[3,]    0    0    0    0    1    1    1    0    0     0     1     0     1     0     0     0     0     0
     [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34]
[1,]     0     0     0     0     0     0     0     0     0     0     0     0     0     0     0     0
[2,]     0     0     0     0     0     0     0     0     0     0     0     0     0     0     0     0
[3,]     1     0     0     0     1     0     0     0     0     0     0     0     0     0     0     0
     [,35] [,36] [,37] [,38] [,39]
[1,]     0     0     0     0     0
[2,]     0     0     0     0     0
[3,]     0     0     0     0     0

We can simply append these columns to the dataframe (and do a little cleanup):

data <- data %>% cbind(langs[, 2:39]) # the very first column is not useful
data <- data %>% rename_at(vars(`1`:`38`), funs(paste0(language_tokenizer$index_word[as.integer(.)])))
data <- data %>% select(-LanguageWorkedWith)
AssessJob[n] (multiple rankings)

For quick reference, hese were the features that had to be ranked:

The industry that I’d be working in

The financial performance or funding status of the company or organization

The specific department or team I’d be working on

The languages, frameworks, and other technologies I’d be working with

The compensation and benefits offered

The office environment or company culture

The opportunity to work from home/remotely

Opportunities for professional development

The diversity of the company or organization

How widely used or impactful the product or service I’d be working on is

Columns AssessJob1 to AssessJob10 contain the respective ranks, that is, values between 1 and 10.

Here, we need to find a way to preprocess this column that “makes sense” on the one hand, and we know how to technically do it on the other hand. The following procedure is just a suggestion - you can do it differently in the exercise if you want.

Based on introspection about the cognitive effort to actually establish an order among 10 items, we decided to pull out the three top-ranked features per person and treat them as equal.

As a first step, we extract and concatenate these:

data <- data %>% mutate(
  val_1 = if_else(
   AssessJob1 == 1, "industry", if_else(
    AssessJob2 == 1, "company_financial_status", if_else(
      AssessJob3 == 1, "department", if_else(
        AssessJob4 == 1, "languages_frameworks", if_else(
          AssessJob5 == 1, "compensation", if_else(
            AssessJob6 == 1, "company_culture", if_else(
              AssessJob7 == 1, "remote", if_else(
                AssessJob8 == 1, "development", if_else(
                  AssessJob10 == 1, "diversity", "impact"))))))))),
  val_2 = if_else(
    AssessJob1 == 2, "industry", if_else(
      AssessJob2 == 2, "company_financial_status", if_else(
        AssessJob3 == 2, "department", if_else(
          AssessJob4 == 2, "languages_frameworks", if_else(
            AssessJob5 == 2, "compensation", if_else(
              AssessJob6 == 2, "company_culture", if_else(
                AssessJob7 == 1, "remote", if_else(
                  AssessJob8 == 1, "development", if_else(
                    AssessJob10 == 1, "diversity", "impact"))))))))),
  val_3 = if_else(
    AssessJob1 == 3, "industry", if_else(
      AssessJob2 == 3, "company_financial_status", if_else(
        AssessJob3 == 3, "department", if_else(
          AssessJob4 == 3, "languages_frameworks", if_else(
            AssessJob5 == 3, "compensation", if_else(
              AssessJob6 == 3, "company_culture", if_else(
                AssessJob7 == 3, "remote", if_else(
                  AssessJob8 == 3, "development", if_else(
                    AssessJob10 == 3, "diversity", "impact")))))))))
  )

data <- data %>% mutate(
  job_vals = paste(val_1, val_2, val_3, sep = ";") %>% factor()
)

data <- data %>% select(
  -c(starts_with("AssessJob"), starts_with("val_"))
)

data$job_vals[1:10]
 [1] languages_frameworks;compensation;remote      industry;compensation;development            
 [3] languages_frameworks;compensation;development compensation;impact;company_culture          
 [5] compensation;impact;company_financial_status  development;languages_frameworks;diversity   
 [7] compensation;impact;company_financial_status  diversity;department;compensation            
 [9] compensation;impact;languages_frameworks      compensation;languages_frameworks;remote     
520 Levels: company_culture;company_financial_status;compensation ...

Now, that column looks exactly like LanguageWorkedWith looked before, so we can use the same method as above to produce a one-hot-encoded version.

values_tokenizer <- text_tokenizer(split = ";", filters = "")
values_tokenizer %>% fit_text_tokenizer(data$job_vals)

Now, using the same method as above:

job_values <- values_tokenizer %>% texts_to_matrix(data$job_vals, mode = "count")
data <- data %>% cbind(job_values[, 2:11])
data <- data %>% rename_at(vars(`1`:`10`), funs(paste0(values_tokenizer$index_word[as.integer(.)])))
data <- data %>% select(-job_vals)

we end up with a dataset that looks like this:

data %>% glimpse()
Observations: 48,610
Variables: 53
$ FormalEducation          <fct> Bachelor’s degree (BA, BS, B.Eng., etc.), Bachelor’s degree (BA, B...
$ UndergradMajor           <fct> Mathematics or statistics, A natural science (ex. biology, chemist...
$ EthicsChoice             <dbl> 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, ...
$ OperatingSystem          <fct> Linux-based, Linux-based, Windows, Linux-based, MacOS, Windows, Ma...
$ JobSatisfaction          <dbl> 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, ...
$ javascript               <dbl> 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, ...
$ html                     <dbl> 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, ...
$ css                      <dbl> 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, ...
$ sql                      <dbl> 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, ...
$ java                     <dbl> 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, ...
$ `bash/shell`             <dbl> 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, ...
$ python                   <dbl> 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, ...
$ `c#`                     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, ...
$ php                      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, ...
$ `c++`                    <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, ...
$ typescript               <dbl> 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, ...
$ c                        <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, ...
$ ruby                     <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, ...
$ swift                    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, ...
$ go                       <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ `objective-c`            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ...
$ vb.net                   <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ r                        <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ assembly                 <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ groovy                   <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ scala                    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ matlab                   <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ kotlin                   <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ vba                      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ perl                     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ `visual basic 6`         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ coffeescript             <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ...
$ lua                      <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ `delphi/object pascal`   <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ rust                     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ haskell                  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ...
$ `f#`                     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ...
$ clojure                  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ erlang                   <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ...
$ cobol                    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ ocaml                    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ julia                    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ hack                     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ compensation             <dbl> 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, ...
$ languages_frameworks     <dbl> 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, ...
$ company_culture          <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, ...
$ development              <dbl> 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, ...
$ impact                   <dbl> 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, ...
$ department               <dbl> 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, ...
$ remote                   <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, ...
$ industry                 <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, ...
$ diversity                <dbl> 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
$ company_financial_status <dbl> 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, ...

which we further reduce to a design matrix X removing the binarized target variables

X <- data %>% select(-c(JobSatisfaction, EthicsChoice))

Now we are ready to continue either with or without embeddings. Our focus is on embeddings here, but we list the one-hot code just for reference.

Just in case you wanted to compare performance with and without embeddings, we do the train-test split in advance for both:

train_indices <- sample(1:nrow(X), 0.8 * nrow(X))

Embeddings model

In the embeddings model, we don’t need to use to_categorical on the remaining factors, as embedding layers can work with integer input data. We thus just convert the factors to integers:

X_embed <- X %>%
  mutate_if(is.factor, compose(partial(`-`, 1, .first = FALSE), as.integer))

Now for the model. Effectively we have five groups of entities here: formal education, undergrad major, operating system, languages worked with, and highest-counting values with respect to jobs. Each of these groups get embedded separately, so we need to use the Keras functional API and declare five different inputs.

input_fe <- layer_input(shape = 1)        # formal education, encoded as integer
input_um <- layer_input(shape = 1)        # undergrad major, encoded as integer
input_os <- layer_input(shape = 1)        # operating system, encoded as integer
input_langs <- layer_input(shape = 38)    # languages worked with, multi-hot-encoded
input_vals <- layer_input(shape = 10)     # values, multi-hot-encoded

Having embedded them separately, we concatenate the outputs for further common processing.

concat <- layer_concatenate(
  list(
    input_fe %>%
      layer_embedding(
        input_dim = length(levels(data$FormalEducation)),
        output_dim = 64,
        name = "fe"
      ) %>%
      layer_flatten(),
    input_um %>%
      layer_embedding(
        input_dim = length(levels(data$UndergradMajor)),
        output_dim = 64,
        name = "um"
      ) %>%
      layer_flatten(),
    input_os %>%
      layer_embedding(
        input_dim = length(levels(data$OperatingSystem)),
        output_dim = 64,
        name = "os"
      ) %>%
      layer_flatten(),
    input_langs %>%
       layer_embedding(input_dim = 38, output_dim = 256,
                       name = "langs")%>%
       layer_flatten(),
    input_vals %>%
      layer_embedding(input_dim = 10, output_dim = 128,
                      name = "vals")%>%
      layer_flatten()
  )
)

output <- concat %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(units = 1, activation = "sigmoid")

So there go model definition and compilation:

model <- keras_model(list(input_fe, input_um, input_os, input_langs, input_vals), output)

model %>% compile(
  loss = "binary_crossentropy",
  optimizer = "adam",
  metrics = "accuracy"
  )

Now to pass the data to the model, we need to chop it up into ranges of columns matching the inputs.

y_train <- data$EthicsChoice[train_indices] %>% as.matrix()
y_valid <- data$EthicsChoice[-train_indices] %>% as.matrix()

x_train <-
  list(
    X_embed[train_indices, 1, drop = FALSE] %>% as.matrix() ,
    X_embed[train_indices , 2, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 3, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 4:41, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 42:51, drop = FALSE] %>% as.matrix()
  )
x_valid <- list(
  X_embed[-train_indices, 1, drop = FALSE] %>% as.matrix() ,
  X_embed[-train_indices , 2, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 3, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 4:41, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 42:51, drop = FALSE] %>% as.matrix()
)

And we’re ready to train.

model %>% fit(
  x_train,
  y_train,
  validation_data = list(x_valid, y_valid),
  epochs = 20,
  batch_size = 100
)
Train on 38888 samples, validate on 9722 samples
Epoch 1/20

  100/38888 [..............................] - ETA: 4:36 - loss: 0.7000 - acc: 0.3500
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38888/38888 [==============================] - 13s 336us/step - loss: 0.6500 - acc: 0.6437 - val_loss: 0.6433 - val_acc: 0.6507
Epoch 2/20

  100/38888 [..............................] - ETA: 9s - loss: 0.5982 - acc: 0.7300
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  700/38888 [..............................] - ETA: 10s - loss: 0.6292 - acc: 0.6700
 1000/38888 [..............................] - ETA: 9s - loss: 0.6390 - acc: 0.6580 
 1200/38888 [..............................] - ETA: 9s - loss: 0.6369 - acc: 0.6575
 1400/38888 [>.............................] - ETA: 10s - loss: 0.6409 - acc: 0.6521
 1600/38888 [>.............................] - ETA: 10s - loss: 0.6428 - acc: 0.6487
 1800/38888 [>.............................] - ETA: 10s - loss: 0.6430 - acc: 0.6489
 2000/38888 [>.............................] - ETA: 10s - loss: 0.6422 - acc: 0.6520
 2200/38888 [>.............................] - ETA: 10s - loss: 0.6432 - acc: 0.6500
 2400/38888 [>.............................] - ETA: 10s - loss: 0.6429 - acc: 0.6504
 2600/38888 [=>............................] - ETA: 10s - loss: 0.6406 - acc: 0.6531
 2800/38888 [=>............................] - ETA: 10s - loss: 0.6425 - acc: 0.6529
 3000/38888 [=>............................] - ETA: 10s - loss: 0.6437 - acc: 0.6520
 3200/38888 [=>............................] - ETA: 10s - loss: 0.6449 - acc: 0.6497
 3400/38888 [=>............................] - ETA: 10s - loss: 0.6450 - acc: 0.6485
 3600/38888 [=>............................] - ETA: 10s - loss: 0.6478 - acc: 0.6442
 3800/38888 [=>............................] - ETA: 10s - loss: 0.6484 - acc: 0.6432
 4000/38888 [==>...........................] - ETA: 10s - loss: 0.6478 - acc: 0.6448
 4200/38888 [==>...........................] - ETA: 10s - loss: 0.6475 - acc: 0.6450
 4400/38888 [==>...........................] - ETA: 10s - loss: 0.6479 - acc: 0.6439
 4600/38888 [==>...........................] - ETA: 10s - loss: 0.6467 - acc: 0.6463
 4800/38888 [==>...........................] - ETA: 10s - loss: 0.6464 - acc: 0.6467
 5000/38888 [==>...........................] - ETA: 10s - loss: 0.6461 - acc: 0.6468
 5200/38888 [===>..........................] - ETA: 10s - loss: 0.6455 - acc: 0.6479
 5400/38888 [===>..........................] - ETA: 10s - loss: 0.6444 - acc: 0.6500
 5600/38888 [===>..........................] - ETA: 10s - loss: 0.6450 - acc: 0.6495
 5800/38888 [===>..........................] - ETA: 10s - loss: 0.6455 - acc: 0.6497
 6000/38888 [===>..........................] - ETA: 10s - loss: 0.6463 - acc: 0.6492
 6200/38888 [===>..........................] - ETA: 10s - loss: 0.6456 - acc: 0.6490
 6400/38888 [===>..........................] - ETA: 10s - loss: 0.6441 - acc: 0.6513
 6600/38888 [====>.........................] - ETA: 10s - loss: 0.6450 - acc: 0.6503
 6800/38888 [====>.........................] - ETA: 10s - loss: 0.6452 - acc: 0.6494
 7000/38888 [====>.........................] - ETA: 10s - loss: 0.6440 - acc: 0.6511
 7200/38888 [====>.........................] - ETA: 9s - loss: 0.6441 - acc: 0.6506 
 7400/38888 [====>.........................] - ETA: 9s - loss: 0.6446 - acc: 0.6493
 7600/38888 [====>.........................] - ETA: 9s - loss: 0.6443 - acc: 0.6501
 7800/38888 [=====>........................] - ETA: 9s - loss: 0.6443 - acc: 0.6492
 8000/38888 [=====>........................] - ETA: 9s - loss: 0.6436 - acc: 0.6499
 8200/38888 [=====>........................] - ETA: 9s - loss: 0.6444 - acc: 0.6488
 8400/38888 [=====>........................] - ETA: 9s - loss: 0.6454 - acc: 0.6473
 8600/38888 [=====>........................] - ETA: 9s - loss: 0.6450 - acc: 0.6478
 8800/38888 [=====>........................] - ETA: 9s - loss: 0.6442 - acc: 0.6490
 9000/38888 [=====>........................] - ETA: 9s - loss: 0.6441 - acc: 0.6496
 9200/38888 [======>.......................] - ETA: 9s - loss: 0.6443 - acc: 0.6498
 9400/38888 [======>.......................] - ETA: 9s - loss: 0.6442 - acc: 0.6491
 9600/38888 [======>.......................] - ETA: 9s - loss: 0.6439 - acc: 0.6496
 9800/38888 [======>.......................] - ETA: 9s - loss: 0.6440 - acc: 0.6498
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6442 - acc: 0.6499
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6443 - acc: 0.6500
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6450 - acc: 0.6489
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6452 - acc: 0.6487
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6449 - acc: 0.6493
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6449 - acc: 0.6494
11200/38888 [=======>......................] - ETA: 8s - loss: 0.6447 - acc: 0.6502
11400/38888 [=======>......................] - ETA: 8s - loss: 0.6449 - acc: 0.6498
11600/38888 [=======>......................] - ETA: 8s - loss: 0.6454 - acc: 0.6489
11800/38888 [========>.....................] - ETA: 8s - loss: 0.6461 - acc: 0.6474
12000/38888 [========>.....................] - ETA: 8s - loss: 0.6462 - acc: 0.6472
12200/38888 [========>.....................] - ETA: 8s - loss: 0.6464 - acc: 0.6470
12400/38888 [========>.....................] - ETA: 8s - loss: 0.6463 - acc: 0.6474
12600/38888 [========>.....................] - ETA: 8s - loss: 0.6461 - acc: 0.6475
12800/38888 [========>.....................] - ETA: 8s - loss: 0.6463 - acc: 0.6473
13000/38888 [=========>....................] - ETA: 8s - loss: 0.6457 - acc: 0.6485
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6461 - acc: 0.6481
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6462 - acc: 0.6476
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6464 - acc: 0.6474
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6463 - acc: 0.6474
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6469 - acc: 0.6464
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6469 - acc: 0.6462
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6470 - acc: 0.6462
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6470 - acc: 0.6460
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6470 - acc: 0.6460
15000/38888 [==========>...................] - ETA: 7s - loss: 0.6467 - acc: 0.6463
15200/38888 [==========>...................] - ETA: 7s - loss: 0.6469 - acc: 0.6460
15400/38888 [==========>...................] - ETA: 7s - loss: 0.6469 - acc: 0.6459
15600/38888 [===========>..................] - ETA: 7s - loss: 0.6468 - acc: 0.6463
15800/38888 [===========>..................] - ETA: 7s - loss: 0.6468 - acc: 0.6464
16000/38888 [===========>..................] - ETA: 7s - loss: 0.6472 - acc: 0.6460
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6468 - acc: 0.6467
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6471 - acc: 0.6461
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6470 - acc: 0.6463
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6469 - acc: 0.6464
17000/38888 [============>.................] - ETA: 6s - loss: 0.6467 - acc: 0.6469
17200/38888 [============>.................] - ETA: 6s - loss: 0.6463 - acc: 0.6473
17400/38888 [============>.................] - ETA: 6s - loss: 0.6460 - acc: 0.6474
17600/38888 [============>.................] - ETA: 6s - loss: 0.6460 - acc: 0.6473
17800/38888 [============>.................] - ETA: 6s - loss: 0.6457 - acc: 0.6478
18000/38888 [============>.................] - ETA: 6s - loss: 0.6457 - acc: 0.6478
18200/38888 [=============>................] - ETA: 6s - loss: 0.6453 - acc: 0.6481
18400/38888 [=============>................] - ETA: 6s - loss: 0.6452 - acc: 0.6483
18600/38888 [=============>................] - ETA: 6s - loss: 0.6453 - acc: 0.6480
18800/38888 [=============>................] - ETA: 6s - loss: 0.6448 - acc: 0.6488
19000/38888 [=============>................] - ETA: 6s - loss: 0.6445 - acc: 0.6490
19200/38888 [=============>................] - ETA: 6s - loss: 0.6447 - acc: 0.6487
19400/38888 [=============>................] - ETA: 5s - loss: 0.6445 - acc: 0.6486
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6446 - acc: 0.6484
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6445 - acc: 0.6483
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6440 - acc: 0.6490
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6441 - acc: 0.6487
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6440 - acc: 0.6490
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6441 - acc: 0.6489
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6442 - acc: 0.6482
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6442 - acc: 0.6483
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6443 - acc: 0.6483
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6448 - acc: 0.6476
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6447 - acc: 0.6474
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6450 - acc: 0.6472
22000/38888 [===============>..............] - ETA: 5s - loss: 0.6449 - acc: 0.6474
22200/38888 [================>.............] - ETA: 5s - loss: 0.6450 - acc: 0.6471
22400/38888 [================>.............] - ETA: 5s - loss: 0.6452 - acc: 0.6467
22600/38888 [================>.............] - ETA: 4s - loss: 0.6452 - acc: 0.6465
22800/38888 [================>.............] - ETA: 4s - loss: 0.6453 - acc: 0.6464
23000/38888 [================>.............] - ETA: 4s - loss: 0.6454 - acc: 0.6460
23200/38888 [================>.............] - ETA: 4s - loss: 0.6457 - acc: 0.6454
23400/38888 [=================>............] - ETA: 4s - loss: 0.6458 - acc: 0.6451
23600/38888 [=================>............] - ETA: 4s - loss: 0.6456 - acc: 0.6456
23800/38888 [=================>............] - ETA: 4s - loss: 0.6455 - acc: 0.6454
24000/38888 [=================>............] - ETA: 4s - loss: 0.6452 - acc: 0.6458
24300/38888 [=================>............] - ETA: 4s - loss: 0.6455 - acc: 0.6456
24500/38888 [=================>............] - ETA: 4s - loss: 0.6453 - acc: 0.6456
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6451 - acc: 0.6460
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6450 - acc: 0.6460
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6453 - acc: 0.6457
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6454 - acc: 0.6454
25500/38888 [==================>...........] - ETA: 4s - loss: 0.6453 - acc: 0.6455
25700/38888 [==================>...........] - ETA: 4s - loss: 0.6455 - acc: 0.6455
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6453 - acc: 0.6454
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6453 - acc: 0.6454
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6454 - acc: 0.6456
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6454 - acc: 0.6454
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6455 - acc: 0.6454
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6456 - acc: 0.6452
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6453 - acc: 0.6455
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6452 - acc: 0.6456
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6454 - acc: 0.6452
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6455 - acc: 0.6452
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6455 - acc: 0.6449
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6456 - acc: 0.6450
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6456 - acc: 0.6452
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6457 - acc: 0.6451
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6457 - acc: 0.6450
28900/38888 [=====================>........] - ETA: 3s - loss: 0.6458 - acc: 0.6452
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6461 - acc: 0.6447
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6459 - acc: 0.6448
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6460 - acc: 0.6446
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6460 - acc: 0.6445
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6460 - acc: 0.6445
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6446
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6446
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6446
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6460 - acc: 0.6448
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6443
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6458 - acc: 0.6446
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6458 - acc: 0.6446
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6458 - acc: 0.6447
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6459 - acc: 0.6445
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6462 - acc: 0.6442
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6461 - acc: 0.6443
32200/38888 [=======================>......] - ETA: 2s - loss: 0.6461 - acc: 0.6442
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6462 - acc: 0.6440
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6463 - acc: 0.6439
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6462 - acc: 0.6442
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6462 - acc: 0.6444
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6460 - acc: 0.6448
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6460 - acc: 0.6448
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6460 - acc: 0.6446
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6462 - acc: 0.6444
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6462 - acc: 0.6444
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6461 - acc: 0.6444
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6463 - acc: 0.6442
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6463 - acc: 0.6444
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6461 - acc: 0.6446
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6461 - acc: 0.6446
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6461 - acc: 0.6447
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6460 - acc: 0.6448
35600/38888 [==========================>...] - ETA: 1s - loss: 0.6458 - acc: 0.6451
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6459 - acc: 0.6450
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6457 - acc: 0.6452
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6457 - acc: 0.6452
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6456 - acc: 0.6453
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6457 - acc: 0.6452
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6458 - acc: 0.6451
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6458 - acc: 0.6452
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6457 - acc: 0.6452
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6458 - acc: 0.6450
37700/38888 [============================>.] - ETA: 0s - loss: 0.6457 - acc: 0.6448
37900/38888 [============================>.] - ETA: 0s - loss: 0.6460 - acc: 0.6446
38200/38888 [============================>.] - ETA: 0s - loss: 0.6457 - acc: 0.6452
38400/38888 [============================>.] - ETA: 0s - loss: 0.6458 - acc: 0.6451
38600/38888 [============================>.] - ETA: 0s - loss: 0.6458 - acc: 0.6451
38800/38888 [============================>.] - ETA: 0s - loss: 0.6457 - acc: 0.6451
38888/38888 [==============================] - 12s 317us/step - loss: 0.6457 - acc: 0.6452 - val_loss: 0.6430 - val_acc: 0.6507
Epoch 3/20

  100/38888 [..............................] - ETA: 11s - loss: 0.6208 - acc: 0.6800
  300/38888 [..............................] - ETA: 12s - loss: 0.6324 - acc: 0.6367
  500/38888 [..............................] - ETA: 11s - loss: 0.6377 - acc: 0.6440
  700/38888 [..............................] - ETA: 11s - loss: 0.6281 - acc: 0.6586
  900/38888 [..............................] - ETA: 11s - loss: 0.6324 - acc: 0.6544
 1100/38888 [..............................] - ETA: 11s - loss: 0.6399 - acc: 0.6536
 1300/38888 [>.............................] - ETA: 10s - loss: 0.6397 - acc: 0.6531
 1500/38888 [>.............................] - ETA: 10s - loss: 0.6424 - acc: 0.6493
 1700/38888 [>.............................] - ETA: 10s - loss: 0.6432 - acc: 0.6471
 1900/38888 [>.............................] - ETA: 10s - loss: 0.6410 - acc: 0.6489
 2100/38888 [>.............................] - ETA: 10s - loss: 0.6430 - acc: 0.6476
 2300/38888 [>.............................] - ETA: 10s - loss: 0.6423 - acc: 0.6500
 2500/38888 [>.............................] - ETA: 10s - loss: 0.6439 - acc: 0.6480
 2700/38888 [=>............................] - ETA: 10s - loss: 0.6456 - acc: 0.6481
 2900/38888 [=>............................] - ETA: 10s - loss: 0.6447 - acc: 0.6493
 3100/38888 [=>............................] - ETA: 10s - loss: 0.6419 - acc: 0.6552
 3300/38888 [=>............................] - ETA: 10s - loss: 0.6432 - acc: 0.6530
 3600/38888 [=>............................] - ETA: 10s - loss: 0.6422 - acc: 0.6539
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6414 - acc: 0.6554 
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6400 - acc: 0.6560
 4400/38888 [==>...........................] - ETA: 9s - loss: 0.6411 - acc: 0.6541
 4700/38888 [==>...........................] - ETA: 9s - loss: 0.6421 - acc: 0.6532
 5000/38888 [==>...........................] - ETA: 9s - loss: 0.6420 - acc: 0.6532
 5200/38888 [===>..........................] - ETA: 9s - loss: 0.6431 - acc: 0.6517
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6438 - acc: 0.6498
 5500/38888 [===>..........................] - ETA: 9s - loss: 0.6432 - acc: 0.6511
 5700/38888 [===>..........................] - ETA: 9s - loss: 0.6436 - acc: 0.6509
 5900/38888 [===>..........................] - ETA: 9s - loss: 0.6446 - acc: 0.6495
 6100/38888 [===>..........................] - ETA: 9s - loss: 0.6451 - acc: 0.6480
 6300/38888 [===>..........................] - ETA: 9s - loss: 0.6453 - acc: 0.6481
 6500/38888 [====>.........................] - ETA: 9s - loss: 0.6457 - acc: 0.6472
 6700/38888 [====>.........................] - ETA: 9s - loss: 0.6455 - acc: 0.6476
 6900/38888 [====>.........................] - ETA: 9s - loss: 0.6457 - acc: 0.6471
 7100/38888 [====>.........................] - ETA: 9s - loss: 0.6455 - acc: 0.6473
 7300/38888 [====>.........................] - ETA: 9s - loss: 0.6458 - acc: 0.6462
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6459 - acc: 0.6465
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6461 - acc: 0.6460
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6461 - acc: 0.6459
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6467 - acc: 0.6452
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6463 - acc: 0.6457
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6468 - acc: 0.6448
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6467 - acc: 0.6447
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6469 - acc: 0.6448
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6474 - acc: 0.6436
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6469 - acc: 0.6441
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6470 - acc: 0.6437
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6469 - acc: 0.6436
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6464 - acc: 0.6440
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6468 - acc: 0.6436
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6472 - acc: 0.6434
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6475 - acc: 0.6430
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6473 - acc: 0.6439
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6470 - acc: 0.6451
11200/38888 [=======>......................] - ETA: 8s - loss: 0.6477 - acc: 0.6438
11400/38888 [=======>......................] - ETA: 8s - loss: 0.6479 - acc: 0.6438
11600/38888 [=======>......................] - ETA: 8s - loss: 0.6479 - acc: 0.6440
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6480 - acc: 0.6440
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6482 - acc: 0.6436
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6485 - acc: 0.6429
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6485 - acc: 0.6432
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6481 - acc: 0.6440
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6479 - acc: 0.6445
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6475 - acc: 0.6453
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6472 - acc: 0.6457
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6477 - acc: 0.6446
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6480 - acc: 0.6441
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6481 - acc: 0.6439
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6477 - acc: 0.6444
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6474 - acc: 0.6447
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6474 - acc: 0.6444
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6475 - acc: 0.6445
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6476 - acc: 0.6443
15000/38888 [==========>...................] - ETA: 7s - loss: 0.6471 - acc: 0.6450
15200/38888 [==========>...................] - ETA: 7s - loss: 0.6469 - acc: 0.6451
15400/38888 [==========>...................] - ETA: 7s - loss: 0.6471 - acc: 0.6447
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6469 - acc: 0.6450
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6469 - acc: 0.6451
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6470 - acc: 0.6450
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6471 - acc: 0.6447
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6471 - acc: 0.6447
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6470 - acc: 0.6448
17000/38888 [============>.................] - ETA: 6s - loss: 0.6468 - acc: 0.6452
17200/38888 [============>.................] - ETA: 6s - loss: 0.6468 - acc: 0.6453
17400/38888 [============>.................] - ETA: 6s - loss: 0.6474 - acc: 0.6444
17600/38888 [============>.................] - ETA: 6s - loss: 0.6475 - acc: 0.6443
17800/38888 [============>.................] - ETA: 6s - loss: 0.6476 - acc: 0.6441
18000/38888 [============>.................] - ETA: 6s - loss: 0.6474 - acc: 0.6446
18200/38888 [=============>................] - ETA: 6s - loss: 0.6473 - acc: 0.6445
18400/38888 [=============>................] - ETA: 6s - loss: 0.6475 - acc: 0.6443
18600/38888 [=============>................] - ETA: 6s - loss: 0.6475 - acc: 0.6441
18800/38888 [=============>................] - ETA: 6s - loss: 0.6473 - acc: 0.6442
19000/38888 [=============>................] - ETA: 6s - loss: 0.6472 - acc: 0.6444
19200/38888 [=============>................] - ETA: 5s - loss: 0.6467 - acc: 0.6450
19400/38888 [=============>................] - ETA: 5s - loss: 0.6469 - acc: 0.6445
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6465 - acc: 0.6451
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6463 - acc: 0.6451
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6461 - acc: 0.6455
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6462 - acc: 0.6451
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6466 - acc: 0.6449
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6467 - acc: 0.6448
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6467 - acc: 0.6449
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6468 - acc: 0.6446
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6468 - acc: 0.6446
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6467 - acc: 0.6449
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6463 - acc: 0.6455
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6462 - acc: 0.6456
22000/38888 [===============>..............] - ETA: 5s - loss: 0.6460 - acc: 0.6460
22200/38888 [================>.............] - ETA: 5s - loss: 0.6460 - acc: 0.6459
22400/38888 [================>.............] - ETA: 4s - loss: 0.6459 - acc: 0.6460
22600/38888 [================>.............] - ETA: 4s - loss: 0.6458 - acc: 0.6464
22800/38888 [================>.............] - ETA: 4s - loss: 0.6461 - acc: 0.6460
23000/38888 [================>.............] - ETA: 4s - loss: 0.6460 - acc: 0.6461
23200/38888 [================>.............] - ETA: 4s - loss: 0.6458 - acc: 0.6465
23400/38888 [=================>............] - ETA: 4s - loss: 0.6460 - acc: 0.6462
23600/38888 [=================>............] - ETA: 4s - loss: 0.6455 - acc: 0.6469
23800/38888 [=================>............] - ETA: 4s - loss: 0.6454 - acc: 0.6469
24000/38888 [=================>............] - ETA: 4s - loss: 0.6453 - acc: 0.6471
24200/38888 [=================>............] - ETA: 4s - loss: 0.6452 - acc: 0.6474
24400/38888 [=================>............] - ETA: 4s - loss: 0.6453 - acc: 0.6471
24600/38888 [=================>............] - ETA: 4s - loss: 0.6451 - acc: 0.6472
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6451 - acc: 0.6471
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6451 - acc: 0.6470
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6452 - acc: 0.6470
25400/38888 [==================>...........] - ETA: 4s - loss: 0.6452 - acc: 0.6468
25600/38888 [==================>...........] - ETA: 4s - loss: 0.6453 - acc: 0.6466
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6455 - acc: 0.6462
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6454 - acc: 0.6464
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6454 - acc: 0.6464
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6458 - acc: 0.6457
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6456 - acc: 0.6460
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6455 - acc: 0.6460
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6457 - acc: 0.6455
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6457 - acc: 0.6457
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6458 - acc: 0.6454
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6459 - acc: 0.6452
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6458 - acc: 0.6453
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6456 - acc: 0.6456
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6457 - acc: 0.6455
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6460 - acc: 0.6451
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6459 - acc: 0.6452
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6457 - acc: 0.6454
28900/38888 [=====================>........] - ETA: 3s - loss: 0.6457 - acc: 0.6455
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6458 - acc: 0.6454
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6459 - acc: 0.6454
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6462 - acc: 0.6452
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6462 - acc: 0.6451
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6453
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6453
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6461 - acc: 0.6454
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6463 - acc: 0.6451
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6460 - acc: 0.6454
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6459 - acc: 0.6458
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6459 - acc: 0.6458
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6461 - acc: 0.6454
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6462 - acc: 0.6452
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6461 - acc: 0.6454
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6464 - acc: 0.6448
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6464 - acc: 0.6448
32300/38888 [=======================>......] - ETA: 2s - loss: 0.6464 - acc: 0.6449
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6464 - acc: 0.6448
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6466 - acc: 0.6444
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6466 - acc: 0.6443
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6466 - acc: 0.6443
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6466 - acc: 0.6444
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6465 - acc: 0.6444
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6467 - acc: 0.6442
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6465 - acc: 0.6442
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6465 - acc: 0.6441
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6465 - acc: 0.6439
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6463 - acc: 0.6441
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6463 - acc: 0.6442
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6463 - acc: 0.6442
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6463 - acc: 0.6443
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6461 - acc: 0.6446
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6458 - acc: 0.6450
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6455 - acc: 0.6453
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6454 - acc: 0.6453
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6454 - acc: 0.6453
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6452 - acc: 0.6455
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6454 - acc: 0.6452
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6453 - acc: 0.6453
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6452 - acc: 0.6454
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6452 - acc: 0.6454
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6452 - acc: 0.6455
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6452 - acc: 0.6454
37700/38888 [============================>.] - ETA: 0s - loss: 0.6452 - acc: 0.6453
37900/38888 [============================>.] - ETA: 0s - loss: 0.6454 - acc: 0.6451
38100/38888 [============================>.] - ETA: 0s - loss: 0.6454 - acc: 0.6452
38300/38888 [============================>.] - ETA: 0s - loss: 0.6454 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6455 - acc: 0.6447
38700/38888 [============================>.] - ETA: 0s - loss: 0.6454 - acc: 0.6450
38888/38888 [==============================] - 12s 317us/step - loss: 0.6452 - acc: 0.6452 - val_loss: 0.6431 - val_acc: 0.6507
Epoch 4/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6667 - acc: 0.6400
  300/38888 [..............................] - ETA: 9s - loss: 0.6440 - acc: 0.6633
  500/38888 [..............................] - ETA: 9s - loss: 0.6511 - acc: 0.6400
  700/38888 [..............................] - ETA: 9s - loss: 0.6592 - acc: 0.6257
  900/38888 [..............................] - ETA: 9s - loss: 0.6555 - acc: 0.6278
 1100/38888 [..............................] - ETA: 9s - loss: 0.6592 - acc: 0.6273
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6569 - acc: 0.6286
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6543 - acc: 0.6306
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6509 - acc: 0.6353
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6494 - acc: 0.6367
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6497 - acc: 0.6361
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6453 - acc: 0.6424
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6492 - acc: 0.6382
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6495 - acc: 0.6394
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6513 - acc: 0.6374
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6510 - acc: 0.6389
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6506 - acc: 0.6392
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6500 - acc: 0.6410
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6501 - acc: 0.6407
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6493 - acc: 0.6421
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6486 - acc: 0.6432
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6477 - acc: 0.6440
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6478 - acc: 0.6444
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6462 - acc: 0.6466
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6462 - acc: 0.6457
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6465 - acc: 0.6455
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6457 - acc: 0.6468
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6466 - acc: 0.6456
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6462 - acc: 0.6453
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6466 - acc: 0.6444
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6465 - acc: 0.6437
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6471 - acc: 0.6429
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6472 - acc: 0.6428
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6469 - acc: 0.6428
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6470 - acc: 0.6423
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6471 - acc: 0.6423
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6466 - acc: 0.6420
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6460 - acc: 0.6423
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6450 - acc: 0.6434
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6443 - acc: 0.6443
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6450 - acc: 0.6437
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6449 - acc: 0.6439
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6450 - acc: 0.6437
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6447 - acc: 0.6444
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6447 - acc: 0.6441
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6450 - acc: 0.6440
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6451 - acc: 0.6441
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6447 - acc: 0.6447
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6447 - acc: 0.6445
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6444 - acc: 0.6449
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6445 - acc: 0.6448
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6445 - acc: 0.6447
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6445 - acc: 0.6448
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6441 - acc: 0.6455
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6443 - acc: 0.6454
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6446 - acc: 0.6445
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6442 - acc: 0.6445
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6438 - acc: 0.6450
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6440 - acc: 0.6446
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6440 - acc: 0.6450
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6444 - acc: 0.6447
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6442 - acc: 0.6448
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6445 - acc: 0.6446
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6443 - acc: 0.6451
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6440 - acc: 0.6454
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6438 - acc: 0.6456
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6440 - acc: 0.6455
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6437 - acc: 0.6462
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6442 - acc: 0.6461
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6439 - acc: 0.6465
15000/38888 [==========>...................] - ETA: 7s - loss: 0.6437 - acc: 0.6463
15200/38888 [==========>...................] - ETA: 7s - loss: 0.6440 - acc: 0.6461
15400/38888 [==========>...................] - ETA: 7s - loss: 0.6438 - acc: 0.6460
15600/38888 [===========>..................] - ETA: 7s - loss: 0.6437 - acc: 0.6465
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6436 - acc: 0.6465
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6440 - acc: 0.6461
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6438 - acc: 0.6462
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6443 - acc: 0.6454
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6440 - acc: 0.6458
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6442 - acc: 0.6455
17000/38888 [============>.................] - ETA: 6s - loss: 0.6439 - acc: 0.6458
17200/38888 [============>.................] - ETA: 6s - loss: 0.6437 - acc: 0.6462
17400/38888 [============>.................] - ETA: 6s - loss: 0.6443 - acc: 0.6453
17600/38888 [============>.................] - ETA: 6s - loss: 0.6444 - acc: 0.6451
17800/38888 [============>.................] - ETA: 6s - loss: 0.6443 - acc: 0.6452
18000/38888 [============>.................] - ETA: 6s - loss: 0.6444 - acc: 0.6451
18200/38888 [=============>................] - ETA: 6s - loss: 0.6442 - acc: 0.6452
18400/38888 [=============>................] - ETA: 6s - loss: 0.6442 - acc: 0.6454
18600/38888 [=============>................] - ETA: 6s - loss: 0.6442 - acc: 0.6455
18800/38888 [=============>................] - ETA: 6s - loss: 0.6439 - acc: 0.6458
19000/38888 [=============>................] - ETA: 6s - loss: 0.6438 - acc: 0.6460
19200/38888 [=============>................] - ETA: 5s - loss: 0.6435 - acc: 0.6465
19400/38888 [=============>................] - ETA: 5s - loss: 0.6432 - acc: 0.6468
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6429 - acc: 0.6471
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6429 - acc: 0.6470
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6429 - acc: 0.6469
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6432 - acc: 0.6466
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6432 - acc: 0.6466
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6436 - acc: 0.6457
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6435 - acc: 0.6460
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6434 - acc: 0.6461
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6436 - acc: 0.6461
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6439 - acc: 0.6457
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6440 - acc: 0.6454
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6439 - acc: 0.6459
22000/38888 [===============>..............] - ETA: 5s - loss: 0.6440 - acc: 0.6458
22200/38888 [================>.............] - ETA: 5s - loss: 0.6442 - acc: 0.6453
22400/38888 [================>.............] - ETA: 5s - loss: 0.6442 - acc: 0.6453
22600/38888 [================>.............] - ETA: 4s - loss: 0.6443 - acc: 0.6450
22800/38888 [================>.............] - ETA: 4s - loss: 0.6441 - acc: 0.6456
23000/38888 [================>.............] - ETA: 4s - loss: 0.6444 - acc: 0.6452
23200/38888 [================>.............] - ETA: 4s - loss: 0.6447 - acc: 0.6447
23400/38888 [=================>............] - ETA: 4s - loss: 0.6446 - acc: 0.6450
23600/38888 [=================>............] - ETA: 4s - loss: 0.6447 - acc: 0.6446
23800/38888 [=================>............] - ETA: 4s - loss: 0.6451 - acc: 0.6439
24000/38888 [=================>............] - ETA: 4s - loss: 0.6450 - acc: 0.6440
24200/38888 [=================>............] - ETA: 4s - loss: 0.6451 - acc: 0.6438
24400/38888 [=================>............] - ETA: 4s - loss: 0.6451 - acc: 0.6439
24600/38888 [=================>............] - ETA: 4s - loss: 0.6452 - acc: 0.6437
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6451 - acc: 0.6438
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6452 - acc: 0.6435
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6449 - acc: 0.6438
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6447 - acc: 0.6443
25500/38888 [==================>...........] - ETA: 4s - loss: 0.6446 - acc: 0.6445
25700/38888 [==================>...........] - ETA: 4s - loss: 0.6445 - acc: 0.6446
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6445 - acc: 0.6448
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6446 - acc: 0.6446
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6450 - acc: 0.6441
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6452 - acc: 0.6437
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6454 - acc: 0.6433
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6451 - acc: 0.6439
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6451 - acc: 0.6438
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6449 - acc: 0.6442
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6450 - acc: 0.6441
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6449 - acc: 0.6441
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6449 - acc: 0.6440
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6450 - acc: 0.6438
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6449 - acc: 0.6438
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6446 - acc: 0.6441
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6447 - acc: 0.6441
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6450 - acc: 0.6438
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6450 - acc: 0.6438
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6450 - acc: 0.6438
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6450 - acc: 0.6438
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6452 - acc: 0.6434
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6451 - acc: 0.6435
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6453 - acc: 0.6431
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6454 - acc: 0.6428
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6454 - acc: 0.6427
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6453 - acc: 0.6429
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6453 - acc: 0.6430
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6453 - acc: 0.6430
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6450 - acc: 0.6434
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6448 - acc: 0.6436
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6450 - acc: 0.6434
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6450 - acc: 0.6435
32300/38888 [=======================>......] - ETA: 2s - loss: 0.6449 - acc: 0.6437
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6450 - acc: 0.6437
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6452 - acc: 0.6432
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6451 - acc: 0.6434
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6450 - acc: 0.6435
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6448 - acc: 0.6438
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6445 - acc: 0.6442
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6446 - acc: 0.6441
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6444 - acc: 0.6444
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6444 - acc: 0.6445
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6445 - acc: 0.6445
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6443 - acc: 0.6448
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6444 - acc: 0.6446
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6442 - acc: 0.6448
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6442 - acc: 0.6448
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6441 - acc: 0.6449
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6442 - acc: 0.6448
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6443 - acc: 0.6446
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6442 - acc: 0.6450
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6442 - acc: 0.6449
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6443 - acc: 0.6449
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6442 - acc: 0.6449
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6443 - acc: 0.6449
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6442 - acc: 0.6450
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6441 - acc: 0.6451
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6442 - acc: 0.6448
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6443 - acc: 0.6446
37700/38888 [============================>.] - ETA: 0s - loss: 0.6442 - acc: 0.6447
37900/38888 [============================>.] - ETA: 0s - loss: 0.6442 - acc: 0.6448
38100/38888 [============================>.] - ETA: 0s - loss: 0.6441 - acc: 0.6449
38300/38888 [============================>.] - ETA: 0s - loss: 0.6442 - acc: 0.6447
38500/38888 [============================>.] - ETA: 0s - loss: 0.6440 - acc: 0.6450
38700/38888 [============================>.] - ETA: 0s - loss: 0.6440 - acc: 0.6449
38888/38888 [==============================] - 12s 317us/step - loss: 0.6438 - acc: 0.6452 - val_loss: 0.6410 - val_acc: 0.6507
Epoch 5/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6252 - acc: 0.6800
  400/38888 [..............................] - ETA: 9s - loss: 0.6765 - acc: 0.6375
  600/38888 [..............................] - ETA: 10s - loss: 0.6646 - acc: 0.6417
  800/38888 [..............................] - ETA: 9s - loss: 0.6655 - acc: 0.6325 
 1100/38888 [..............................] - ETA: 9s - loss: 0.6592 - acc: 0.6355
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6528 - acc: 0.6436
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6495 - acc: 0.6463
 1800/38888 [>.............................] - ETA: 9s - loss: 0.6453 - acc: 0.6506
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6450 - acc: 0.6500
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6436 - acc: 0.6496
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6465 - acc: 0.6464
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6432 - acc: 0.6496
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6423 - acc: 0.6523
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6429 - acc: 0.6484
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6423 - acc: 0.6476
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6425 - acc: 0.6475
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6425 - acc: 0.6468
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6431 - acc: 0.6472
 4300/38888 [==>...........................] - ETA: 9s - loss: 0.6426 - acc: 0.6467
 4500/38888 [==>...........................] - ETA: 9s - loss: 0.6424 - acc: 0.6473
 4700/38888 [==>...........................] - ETA: 9s - loss: 0.6446 - acc: 0.6449
 4900/38888 [==>...........................] - ETA: 9s - loss: 0.6436 - acc: 0.6467
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6441 - acc: 0.6461
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6440 - acc: 0.6456
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6441 - acc: 0.6453
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6444 - acc: 0.6456
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6442 - acc: 0.6457
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6446 - acc: 0.6446
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6448 - acc: 0.6437
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6437 - acc: 0.6454
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6445 - acc: 0.6436
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6444 - acc: 0.6444
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6440 - acc: 0.6448
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6447 - acc: 0.6437
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6446 - acc: 0.6439
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6439
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6437 - acc: 0.6452
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6451 - acc: 0.6429
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6453 - acc: 0.6432
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6452 - acc: 0.6434
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6455 - acc: 0.6425
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6452 - acc: 0.6427
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6452 - acc: 0.6430
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6452 - acc: 0.6433
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6451 - acc: 0.6431
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6455 - acc: 0.6422
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6454 - acc: 0.6428
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6459 - acc: 0.6417
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6457 - acc: 0.6422
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6455 - acc: 0.6425
10900/38888 [=======>......................] - ETA: 8s - loss: 0.6451 - acc: 0.6435
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6454 - acc: 0.6435
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6452 - acc: 0.6437
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6450 - acc: 0.6439
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6454 - acc: 0.6432
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6452 - acc: 0.6434
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6442 - acc: 0.6447
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6438 - acc: 0.6447
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6436 - acc: 0.6449
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6439 - acc: 0.6447
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6445 - acc: 0.6447
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6441 - acc: 0.6452
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6442 - acc: 0.6450
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6440 - acc: 0.6451
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6439 - acc: 0.6451
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6439 - acc: 0.6451
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6441 - acc: 0.6448
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6441 - acc: 0.6448
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6441 - acc: 0.6447
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6441 - acc: 0.6443
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6438 - acc: 0.6450
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6433 - acc: 0.6454
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6435 - acc: 0.6452
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6436 - acc: 0.6447
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6432 - acc: 0.6450
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6432 - acc: 0.6448
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6433 - acc: 0.6448
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6437 - acc: 0.6444
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6434 - acc: 0.6450
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6431 - acc: 0.6454
16900/38888 [============>.................] - ETA: 6s - loss: 0.6428 - acc: 0.6459
17100/38888 [============>.................] - ETA: 6s - loss: 0.6429 - acc: 0.6458
17300/38888 [============>.................] - ETA: 6s - loss: 0.6430 - acc: 0.6458
17500/38888 [============>.................] - ETA: 6s - loss: 0.6433 - acc: 0.6453
17700/38888 [============>.................] - ETA: 6s - loss: 0.6428 - acc: 0.6458
17900/38888 [============>.................] - ETA: 6s - loss: 0.6428 - acc: 0.6459
18100/38888 [============>.................] - ETA: 6s - loss: 0.6432 - acc: 0.6452
18300/38888 [=============>................] - ETA: 6s - loss: 0.6433 - acc: 0.6450
18500/38888 [=============>................] - ETA: 6s - loss: 0.6433 - acc: 0.6448
18700/38888 [=============>................] - ETA: 6s - loss: 0.6432 - acc: 0.6450
18900/38888 [=============>................] - ETA: 5s - loss: 0.6430 - acc: 0.6455
19100/38888 [=============>................] - ETA: 5s - loss: 0.6433 - acc: 0.6452
19300/38888 [=============>................] - ETA: 5s - loss: 0.6434 - acc: 0.6451
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6434 - acc: 0.6452
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6435 - acc: 0.6449
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6433 - acc: 0.6453
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6437 - acc: 0.6447
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6436 - acc: 0.6448
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6437 - acc: 0.6447
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6438 - acc: 0.6443
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6436 - acc: 0.6447
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6434 - acc: 0.6450
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6435 - acc: 0.6447
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6431 - acc: 0.6453
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6433 - acc: 0.6451
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6431 - acc: 0.6453
22100/38888 [================>.............] - ETA: 5s - loss: 0.6429 - acc: 0.6454
22300/38888 [================>.............] - ETA: 5s - loss: 0.6427 - acc: 0.6455
22500/38888 [================>.............] - ETA: 4s - loss: 0.6424 - acc: 0.6458
22700/38888 [================>.............] - ETA: 4s - loss: 0.6426 - acc: 0.6453
22900/38888 [================>.............] - ETA: 4s - loss: 0.6426 - acc: 0.6456
23000/38888 [================>.............] - ETA: 4s - loss: 0.6426 - acc: 0.6456
23200/38888 [================>.............] - ETA: 4s - loss: 0.6425 - acc: 0.6458
23400/38888 [=================>............] - ETA: 4s - loss: 0.6426 - acc: 0.6456
23600/38888 [=================>............] - ETA: 4s - loss: 0.6425 - acc: 0.6456
23800/38888 [=================>............] - ETA: 4s - loss: 0.6426 - acc: 0.6454
24000/38888 [=================>............] - ETA: 4s - loss: 0.6422 - acc: 0.6462
24200/38888 [=================>............] - ETA: 4s - loss: 0.6422 - acc: 0.6464
24400/38888 [=================>............] - ETA: 4s - loss: 0.6422 - acc: 0.6465
24600/38888 [=================>............] - ETA: 4s - loss: 0.6423 - acc: 0.6466
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6427 - acc: 0.6463
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6429 - acc: 0.6460
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6429 - acc: 0.6460
25400/38888 [==================>...........] - ETA: 4s - loss: 0.6430 - acc: 0.6457
25600/38888 [==================>...........] - ETA: 4s - loss: 0.6428 - acc: 0.6460
25800/38888 [==================>...........] - ETA: 4s - loss: 0.6428 - acc: 0.6461
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6429 - acc: 0.6460
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6432 - acc: 0.6455
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6431 - acc: 0.6456
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6429 - acc: 0.6458
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6429 - acc: 0.6459
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6428 - acc: 0.6459
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6429 - acc: 0.6460
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6427 - acc: 0.6461
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6426 - acc: 0.6462
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6426 - acc: 0.6460
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6423 - acc: 0.6464
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6422 - acc: 0.6466
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6426 - acc: 0.6462
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6425 - acc: 0.6462
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6429 - acc: 0.6460
29000/38888 [=====================>........] - ETA: 3s - loss: 0.6431 - acc: 0.6457
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6433 - acc: 0.6455
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6455
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6454
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6436 - acc: 0.6453
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6438 - acc: 0.6451
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6438 - acc: 0.6451
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6440 - acc: 0.6449
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6439 - acc: 0.6452
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6439 - acc: 0.6453
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6438 - acc: 0.6452
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6440 - acc: 0.6450
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6440 - acc: 0.6448
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6438 - acc: 0.6452
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6439 - acc: 0.6452
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6439 - acc: 0.6453
32200/38888 [=======================>......] - ETA: 2s - loss: 0.6439 - acc: 0.6453
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6441 - acc: 0.6450
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6440 - acc: 0.6452
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6442 - acc: 0.6448
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6442 - acc: 0.6448
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6442 - acc: 0.6448
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6440 - acc: 0.6449
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6442 - acc: 0.6448
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6440 - acc: 0.6450
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6440 - acc: 0.6452
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6440 - acc: 0.6452
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6441 - acc: 0.6452
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6440 - acc: 0.6453
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6440 - acc: 0.6452
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6441 - acc: 0.6451
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6441 - acc: 0.6450
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6441 - acc: 0.6450
35600/38888 [==========================>...] - ETA: 1s - loss: 0.6440 - acc: 0.6452
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6440 - acc: 0.6453
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6439 - acc: 0.6453
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6441 - acc: 0.6451
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6440 - acc: 0.6451
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6439 - acc: 0.6452
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6440 - acc: 0.6452
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6440 - acc: 0.6452
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6441 - acc: 0.6450
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6437 - acc: 0.6455
37600/38888 [============================>.] - ETA: 0s - loss: 0.6436 - acc: 0.6456
37800/38888 [============================>.] - ETA: 0s - loss: 0.6436 - acc: 0.6457
38000/38888 [============================>.] - ETA: 0s - loss: 0.6436 - acc: 0.6456
38200/38888 [============================>.] - ETA: 0s - loss: 0.6437 - acc: 0.6454
38400/38888 [============================>.] - ETA: 0s - loss: 0.6439 - acc: 0.6451
38600/38888 [============================>.] - ETA: 0s - loss: 0.6438 - acc: 0.6452
38800/38888 [============================>.] - ETA: 0s - loss: 0.6438 - acc: 0.6453
38888/38888 [==============================] - 13s 322us/step - loss: 0.6439 - acc: 0.6452 - val_loss: 0.6438 - val_acc: 0.6507
Epoch 6/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6646 - acc: 0.6400
  300/38888 [..............................] - ETA: 9s - loss: 0.6493 - acc: 0.6267
  500/38888 [..............................] - ETA: 9s - loss: 0.6562 - acc: 0.6220
  700/38888 [..............................] - ETA: 9s - loss: 0.6449 - acc: 0.6386
  900/38888 [..............................] - ETA: 9s - loss: 0.6436 - acc: 0.6411
 1100/38888 [..............................] - ETA: 9s - loss: 0.6393 - acc: 0.6473
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6429 - acc: 0.6400
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6415 - acc: 0.6420
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6412 - acc: 0.6424
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6375 - acc: 0.6479
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6397 - acc: 0.6452
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6393 - acc: 0.6470
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6394 - acc: 0.6477
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6406 - acc: 0.6452
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6401 - acc: 0.6461
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6389 - acc: 0.6470
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6373 - acc: 0.6483
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6392 - acc: 0.6445
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6388 - acc: 0.6457
 4300/38888 [==>...........................] - ETA: 9s - loss: 0.6352 - acc: 0.6502
 4500/38888 [==>...........................] - ETA: 9s - loss: 0.6358 - acc: 0.6487
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6364 - acc: 0.6487
 5000/38888 [==>...........................] - ETA: 9s - loss: 0.6379 - acc: 0.6466
 5200/38888 [===>..........................] - ETA: 9s - loss: 0.6388 - acc: 0.6454
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6393 - acc: 0.6446
 5600/38888 [===>..........................] - ETA: 9s - loss: 0.6385 - acc: 0.6450
 5800/38888 [===>..........................] - ETA: 9s - loss: 0.6384 - acc: 0.6455
 6000/38888 [===>..........................] - ETA: 9s - loss: 0.6380 - acc: 0.6467
 6200/38888 [===>..........................] - ETA: 9s - loss: 0.6386 - acc: 0.6460
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6385 - acc: 0.6463
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6387 - acc: 0.6472
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6393 - acc: 0.6464
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6399 - acc: 0.6455
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6400 - acc: 0.6442
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6391 - acc: 0.6467
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6399 - acc: 0.6456
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6398 - acc: 0.6463
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6400 - acc: 0.6459
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6399 - acc: 0.6466
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6408 - acc: 0.6464
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6402 - acc: 0.6468
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6406 - acc: 0.6462
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6409 - acc: 0.6455
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6408 - acc: 0.6460
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6404 - acc: 0.6461
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6412 - acc: 0.6451
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6412 - acc: 0.6457
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6412 - acc: 0.6453
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6406 - acc: 0.6462
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6408 - acc: 0.6460
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6405 - acc: 0.6463
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6408 - acc: 0.6461
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6410 - acc: 0.6450
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6409 - acc: 0.6449
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6415 - acc: 0.6442
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6422 - acc: 0.6430
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6426 - acc: 0.6427
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6427 - acc: 0.6430
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6429 - acc: 0.6423
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6434 - acc: 0.6417
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6439 - acc: 0.6410
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6438 - acc: 0.6411
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6437 - acc: 0.6411
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6437 - acc: 0.6413
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6438 - acc: 0.6408
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6441 - acc: 0.6403
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6445 - acc: 0.6396
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6446 - acc: 0.6396
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6445 - acc: 0.6397
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6446 - acc: 0.6395
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6441 - acc: 0.6402
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6436 - acc: 0.6409
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6434 - acc: 0.6414
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6441 - acc: 0.6413
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6443 - acc: 0.6410
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6444 - acc: 0.6411
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6445 - acc: 0.6410
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6448 - acc: 0.6405
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6449 - acc: 0.6404
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6451 - acc: 0.6402
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6450 - acc: 0.6399
17000/38888 [============>.................] - ETA: 6s - loss: 0.6452 - acc: 0.6397
17200/38888 [============>.................] - ETA: 6s - loss: 0.6453 - acc: 0.6393
17400/38888 [============>.................] - ETA: 6s - loss: 0.6453 - acc: 0.6395
17600/38888 [============>.................] - ETA: 6s - loss: 0.6453 - acc: 0.6397
17800/38888 [============>.................] - ETA: 6s - loss: 0.6452 - acc: 0.6397
18000/38888 [============>.................] - ETA: 6s - loss: 0.6452 - acc: 0.6397
18200/38888 [=============>................] - ETA: 6s - loss: 0.6452 - acc: 0.6398
18400/38888 [=============>................] - ETA: 5s - loss: 0.6452 - acc: 0.6398
18600/38888 [=============>................] - ETA: 5s - loss: 0.6451 - acc: 0.6402
18800/38888 [=============>................] - ETA: 5s - loss: 0.6449 - acc: 0.6406
19000/38888 [=============>................] - ETA: 5s - loss: 0.6448 - acc: 0.6407
19200/38888 [=============>................] - ETA: 5s - loss: 0.6446 - acc: 0.6409
19400/38888 [=============>................] - ETA: 5s - loss: 0.6441 - acc: 0.6414
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6444 - acc: 0.6410
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6443 - acc: 0.6410
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6443 - acc: 0.6414
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6441 - acc: 0.6419
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6441 - acc: 0.6422
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6438 - acc: 0.6426
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6440 - acc: 0.6424
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6440 - acc: 0.6424
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6441 - acc: 0.6421
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6443 - acc: 0.6420
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6442 - acc: 0.6419
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6443 - acc: 0.6417
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6441 - acc: 0.6421
22200/38888 [================>.............] - ETA: 4s - loss: 0.6441 - acc: 0.6422
22400/38888 [================>.............] - ETA: 4s - loss: 0.6443 - acc: 0.6418
22600/38888 [================>.............] - ETA: 4s - loss: 0.6442 - acc: 0.6420
22800/38888 [================>.............] - ETA: 4s - loss: 0.6443 - acc: 0.6420
23000/38888 [================>.............] - ETA: 4s - loss: 0.6441 - acc: 0.6422
23200/38888 [================>.............] - ETA: 4s - loss: 0.6441 - acc: 0.6422
23400/38888 [=================>............] - ETA: 4s - loss: 0.6441 - acc: 0.6424
23600/38888 [=================>............] - ETA: 4s - loss: 0.6444 - acc: 0.6419
23800/38888 [=================>............] - ETA: 4s - loss: 0.6444 - acc: 0.6420
24000/38888 [=================>............] - ETA: 4s - loss: 0.6444 - acc: 0.6421
24200/38888 [=================>............] - ETA: 4s - loss: 0.6442 - acc: 0.6425
24400/38888 [=================>............] - ETA: 4s - loss: 0.6443 - acc: 0.6425
24600/38888 [=================>............] - ETA: 4s - loss: 0.6442 - acc: 0.6426
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6441 - acc: 0.6427
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6439 - acc: 0.6431
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6440 - acc: 0.6430
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6439 - acc: 0.6431
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6441 - acc: 0.6429
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6438 - acc: 0.6431
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6437 - acc: 0.6433
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6434 - acc: 0.6437
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6436 - acc: 0.6434
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6437 - acc: 0.6432
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6435 - acc: 0.6435
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6434 - acc: 0.6437
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6435 - acc: 0.6436
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6439
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6439
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6441
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6441
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6430 - acc: 0.6443
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6429 - acc: 0.6446
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6430 - acc: 0.6447
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6432 - acc: 0.6444
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6433 - acc: 0.6444
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6441
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6432 - acc: 0.6445
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6432 - acc: 0.6446
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6432 - acc: 0.6447
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6431 - acc: 0.6447
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6432 - acc: 0.6445
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6433 - acc: 0.6443
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6432 - acc: 0.6444
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6431 - acc: 0.6444
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6431 - acc: 0.6443
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6433 - acc: 0.6439
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6433 - acc: 0.6439
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6433 - acc: 0.6440
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6433 - acc: 0.6438
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6432 - acc: 0.6440
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6432 - acc: 0.6440
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6429 - acc: 0.6443
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6429 - acc: 0.6444
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6429 - acc: 0.6443
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6430 - acc: 0.6443
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6430 - acc: 0.6442
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6429 - acc: 0.6444
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6429 - acc: 0.6442
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6429 - acc: 0.6441
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6427 - acc: 0.6443
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6427 - acc: 0.6443
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6428 - acc: 0.6443
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6427 - acc: 0.6443
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6429 - acc: 0.6441
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6429 - acc: 0.6441
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6429 - acc: 0.6440
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6429 - acc: 0.6440
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6429 - acc: 0.6440
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6429 - acc: 0.6441
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6428 - acc: 0.6441
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6428 - acc: 0.6442
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6427 - acc: 0.6443
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6427 - acc: 0.6443
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6427 - acc: 0.6444
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6426 - acc: 0.6446
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6426 - acc: 0.6445
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6427 - acc: 0.6444
37700/38888 [============================>.] - ETA: 0s - loss: 0.6423 - acc: 0.6449
37900/38888 [============================>.] - ETA: 0s - loss: 0.6424 - acc: 0.6446
38100/38888 [============================>.] - ETA: 0s - loss: 0.6423 - acc: 0.6447
38300/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6448
38500/38888 [============================>.] - ETA: 0s - loss: 0.6421 - acc: 0.6449
38700/38888 [============================>.] - ETA: 0s - loss: 0.6421 - acc: 0.6450
38888/38888 [==============================] - 12s 307us/step - loss: 0.6420 - acc: 0.6450 - val_loss: 0.6411 - val_acc: 0.6507
Epoch 7/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6453 - acc: 0.6500
  400/38888 [..............................] - ETA: 9s - loss: 0.6494 - acc: 0.6400
  700/38888 [..............................] - ETA: 9s - loss: 0.6395 - acc: 0.6486
  900/38888 [..............................] - ETA: 9s - loss: 0.6441 - acc: 0.6356
 1100/38888 [..............................] - ETA: 9s - loss: 0.6407 - acc: 0.6400
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6387 - acc: 0.6438
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6406 - acc: 0.6387
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6374 - acc: 0.6429
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6382 - acc: 0.6405
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6417 - acc: 0.6400
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6433 - acc: 0.6391
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6402 - acc: 0.6436
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6384 - acc: 0.6470
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6361 - acc: 0.6483
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6340 - acc: 0.6509
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6356 - acc: 0.6506
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6405 - acc: 0.6471
 4100/38888 [==>...........................] - ETA: 8s - loss: 0.6396 - acc: 0.6485
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6417 - acc: 0.6467
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6426 - acc: 0.6460
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6412 - acc: 0.6487
 4900/38888 [==>...........................] - ETA: 9s - loss: 0.6416 - acc: 0.6476
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6418 - acc: 0.6459
 5300/38888 [===>..........................] - ETA: 9s - loss: 0.6415 - acc: 0.6458
 5500/38888 [===>..........................] - ETA: 9s - loss: 0.6423 - acc: 0.6447
 5700/38888 [===>..........................] - ETA: 9s - loss: 0.6424 - acc: 0.6444
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6425 - acc: 0.6442
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6427 - acc: 0.6439
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6428 - acc: 0.6446
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6433 - acc: 0.6438
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6438 - acc: 0.6437
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6434 - acc: 0.6441
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6438 - acc: 0.6435
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6435 - acc: 0.6440
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6436 - acc: 0.6431
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6431 - acc: 0.6440
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6431 - acc: 0.6441
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6445 - acc: 0.6423
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6443 - acc: 0.6429
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6428
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6441 - acc: 0.6434
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6430
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6445 - acc: 0.6433
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6441 - acc: 0.6438
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6439 - acc: 0.6442
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6440 - acc: 0.6440
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6436 - acc: 0.6444
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6432 - acc: 0.6450
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6429 - acc: 0.6457
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6432 - acc: 0.6459
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6441 - acc: 0.6450
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6443 - acc: 0.6452
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6439 - acc: 0.6457
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6446 - acc: 0.6445
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6450 - acc: 0.6435
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6449 - acc: 0.6438
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6449 - acc: 0.6437
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6445 - acc: 0.6444
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6447 - acc: 0.6442
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6444 - acc: 0.6449
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6444 - acc: 0.6447
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6442 - acc: 0.6446
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6441 - acc: 0.6442
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6443 - acc: 0.6443
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6444 - acc: 0.6441
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6444 - acc: 0.6438
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6444 - acc: 0.6436
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6449 - acc: 0.6430
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6449 - acc: 0.6428
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6448 - acc: 0.6436
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6448 - acc: 0.6433
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6453 - acc: 0.6427
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6450 - acc: 0.6428
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6443 - acc: 0.6441
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6443 - acc: 0.6437
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6442 - acc: 0.6437
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6445 - acc: 0.6438
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6449 - acc: 0.6431
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6451 - acc: 0.6430
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6450 - acc: 0.6434
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6450 - acc: 0.6434
17000/38888 [============>.................] - ETA: 6s - loss: 0.6450 - acc: 0.6432
17200/38888 [============>.................] - ETA: 6s - loss: 0.6449 - acc: 0.6430
17400/38888 [============>.................] - ETA: 6s - loss: 0.6449 - acc: 0.6430
17600/38888 [============>.................] - ETA: 6s - loss: 0.6449 - acc: 0.6429
17800/38888 [============>.................] - ETA: 6s - loss: 0.6448 - acc: 0.6430
18000/38888 [============>.................] - ETA: 6s - loss: 0.6447 - acc: 0.6434
18200/38888 [=============>................] - ETA: 5s - loss: 0.6449 - acc: 0.6431
18400/38888 [=============>................] - ETA: 5s - loss: 0.6452 - acc: 0.6427
18600/38888 [=============>................] - ETA: 5s - loss: 0.6451 - acc: 0.6431
18800/38888 [=============>................] - ETA: 5s - loss: 0.6449 - acc: 0.6435
19100/38888 [=============>................] - ETA: 5s - loss: 0.6449 - acc: 0.6436
19300/38888 [=============>................] - ETA: 5s - loss: 0.6449 - acc: 0.6435
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6448 - acc: 0.6436
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6447 - acc: 0.6441
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6447 - acc: 0.6440
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6450 - acc: 0.6436
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6447 - acc: 0.6440
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6449 - acc: 0.6439
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6449 - acc: 0.6439
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6449 - acc: 0.6438
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6449 - acc: 0.6438
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6446 - acc: 0.6441
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6446 - acc: 0.6441
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6444 - acc: 0.6446
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6447 - acc: 0.6441
22100/38888 [================>.............] - ETA: 4s - loss: 0.6448 - acc: 0.6438
22300/38888 [================>.............] - ETA: 4s - loss: 0.6452 - acc: 0.6432
22500/38888 [================>.............] - ETA: 4s - loss: 0.6454 - acc: 0.6428
22700/38888 [================>.............] - ETA: 4s - loss: 0.6453 - acc: 0.6428
22900/38888 [================>.............] - ETA: 4s - loss: 0.6452 - acc: 0.6431
23100/38888 [================>.............] - ETA: 4s - loss: 0.6452 - acc: 0.6429
23300/38888 [================>.............] - ETA: 4s - loss: 0.6454 - acc: 0.6424
23500/38888 [=================>............] - ETA: 4s - loss: 0.6454 - acc: 0.6425
23700/38888 [=================>............] - ETA: 4s - loss: 0.6454 - acc: 0.6425
23900/38888 [=================>............] - ETA: 4s - loss: 0.6452 - acc: 0.6427
24100/38888 [=================>............] - ETA: 4s - loss: 0.6450 - acc: 0.6431
24300/38888 [=================>............] - ETA: 4s - loss: 0.6449 - acc: 0.6432
24500/38888 [=================>............] - ETA: 4s - loss: 0.6449 - acc: 0.6430
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6450 - acc: 0.6431
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6447 - acc: 0.6435
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6446 - acc: 0.6434
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6447 - acc: 0.6434
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6448 - acc: 0.6433
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6448 - acc: 0.6435
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6449 - acc: 0.6431
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6450 - acc: 0.6430
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6451 - acc: 0.6431
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6449 - acc: 0.6432
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6449 - acc: 0.6432
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6449 - acc: 0.6431
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6449 - acc: 0.6431
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6444 - acc: 0.6440
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6444 - acc: 0.6441
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6443 - acc: 0.6443
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6442 - acc: 0.6444
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6442 - acc: 0.6443
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6443 - acc: 0.6442
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6442 - acc: 0.6442
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6441 - acc: 0.6444
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6441 - acc: 0.6443
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6444 - acc: 0.6440
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6443 - acc: 0.6440
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6442 - acc: 0.6439
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6443 - acc: 0.6436
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6443 - acc: 0.6437
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6440 - acc: 0.6442
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6438 - acc: 0.6444
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6437 - acc: 0.6443
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6437 - acc: 0.6444
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6437 - acc: 0.6444
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6435 - acc: 0.6446
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6437 - acc: 0.6444
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6438 - acc: 0.6442
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6439 - acc: 0.6439
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6439 - acc: 0.6438
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6438 - acc: 0.6440
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6438 - acc: 0.6440
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6437 - acc: 0.6440
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6436 - acc: 0.6442
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6437 - acc: 0.6440
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6439 - acc: 0.6437
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6438 - acc: 0.6439
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6440 - acc: 0.6436
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6440 - acc: 0.6434
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6441 - acc: 0.6433
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6439 - acc: 0.6437
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6439 - acc: 0.6437
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6437 - acc: 0.6439
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6436 - acc: 0.6443
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6435 - acc: 0.6444
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6431 - acc: 0.6447
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6430 - acc: 0.6448
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6430 - acc: 0.6448
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6433 - acc: 0.6445
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6432 - acc: 0.6447
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6434 - acc: 0.6444
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6431 - acc: 0.6448
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6430 - acc: 0.6448
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6427 - acc: 0.6451
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6429 - acc: 0.6449
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6431 - acc: 0.6445
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6432 - acc: 0.6446
37600/38888 [============================>.] - ETA: 0s - loss: 0.6431 - acc: 0.6447
37800/38888 [============================>.] - ETA: 0s - loss: 0.6431 - acc: 0.6447
38000/38888 [============================>.] - ETA: 0s - loss: 0.6431 - acc: 0.6446
38200/38888 [============================>.] - ETA: 0s - loss: 0.6432 - acc: 0.6446
38400/38888 [============================>.] - ETA: 0s - loss: 0.6432 - acc: 0.6447
38600/38888 [============================>.] - ETA: 0s - loss: 0.6432 - acc: 0.6448
38800/38888 [============================>.] - ETA: 0s - loss: 0.6431 - acc: 0.6449
38888/38888 [==============================] - 12s 305us/step - loss: 0.6431 - acc: 0.6450 - val_loss: 0.6448 - val_acc: 0.6507
Epoch 8/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6386 - acc: 0.7000
  300/38888 [..............................] - ETA: 10s - loss: 0.6297 - acc: 0.7000
  600/38888 [..............................] - ETA: 9s - loss: 0.6414 - acc: 0.6533 
  800/38888 [..............................] - ETA: 9s - loss: 0.6345 - acc: 0.6612
 1100/38888 [..............................] - ETA: 9s - loss: 0.6335 - acc: 0.6591
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6364 - acc: 0.6554
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6323 - acc: 0.6581
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6348 - acc: 0.6547
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6367 - acc: 0.6562
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6362 - acc: 0.6591
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6334 - acc: 0.6616
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6567
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6374 - acc: 0.6560
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6567
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6546
 3800/38888 [=>............................] - ETA: 8s - loss: 0.6405 - acc: 0.6489
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6405 - acc: 0.6482
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6409 - acc: 0.6465
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6410 - acc: 0.6472
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6421 - acc: 0.6447
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6420 - acc: 0.6447
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6420 - acc: 0.6442
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6423 - acc: 0.6435
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6428 - acc: 0.6425
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6433 - acc: 0.6422
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6438 - acc: 0.6418
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6449 - acc: 0.6405
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6438 - acc: 0.6422
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6446 - acc: 0.6413
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6436 - acc: 0.6435
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6440 - acc: 0.6425
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6441 - acc: 0.6422
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6443 - acc: 0.6424
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6441 - acc: 0.6426
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6447 - acc: 0.6415
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6422
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6447 - acc: 0.6416
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6418
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6444 - acc: 0.6416
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6437 - acc: 0.6424
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6439 - acc: 0.6420
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6434 - acc: 0.6426
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6432 - acc: 0.6425
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6427 - acc: 0.6429
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6427 - acc: 0.6424
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6421 - acc: 0.6428
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6423 - acc: 0.6426
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6416 - acc: 0.6441
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6404 - acc: 0.6455
10900/38888 [=======>......................] - ETA: 8s - loss: 0.6398 - acc: 0.6461
11100/38888 [=======>......................] - ETA: 8s - loss: 0.6401 - acc: 0.6465
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6405 - acc: 0.6463
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6405 - acc: 0.6463
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6406 - acc: 0.6467
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6408 - acc: 0.6466
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6411 - acc: 0.6457
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6412 - acc: 0.6456
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6417 - acc: 0.6449
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6417 - acc: 0.6446
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6417 - acc: 0.6447
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6416 - acc: 0.6450
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6417 - acc: 0.6447
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6414 - acc: 0.6450
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6414 - acc: 0.6453
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6419 - acc: 0.6447
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6422 - acc: 0.6445
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6419 - acc: 0.6448
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6424 - acc: 0.6440
14700/38888 [==========>...................] - ETA: 7s - loss: 0.6430 - acc: 0.6437
14900/38888 [==========>...................] - ETA: 7s - loss: 0.6430 - acc: 0.6440
15100/38888 [==========>...................] - ETA: 7s - loss: 0.6429 - acc: 0.6441
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6426 - acc: 0.6443
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6426 - acc: 0.6447
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6423 - acc: 0.6450
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6427 - acc: 0.6443
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6427 - acc: 0.6443
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6427 - acc: 0.6441
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6432 - acc: 0.6433
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6434 - acc: 0.6430
16900/38888 [============>.................] - ETA: 6s - loss: 0.6436 - acc: 0.6425
17100/38888 [============>.................] - ETA: 6s - loss: 0.6440 - acc: 0.6420
17300/38888 [============>.................] - ETA: 6s - loss: 0.6440 - acc: 0.6421
17500/38888 [============>.................] - ETA: 6s - loss: 0.6442 - acc: 0.6415
17700/38888 [============>.................] - ETA: 6s - loss: 0.6442 - acc: 0.6416
17900/38888 [============>.................] - ETA: 6s - loss: 0.6441 - acc: 0.6418
18100/38888 [============>.................] - ETA: 6s - loss: 0.6442 - acc: 0.6413
18300/38888 [=============>................] - ETA: 6s - loss: 0.6441 - acc: 0.6414
18500/38888 [=============>................] - ETA: 6s - loss: 0.6443 - acc: 0.6415
18700/38888 [=============>................] - ETA: 5s - loss: 0.6441 - acc: 0.6415
18900/38888 [=============>................] - ETA: 5s - loss: 0.6437 - acc: 0.6421
19100/38888 [=============>................] - ETA: 5s - loss: 0.6440 - acc: 0.6417
19300/38888 [=============>................] - ETA: 5s - loss: 0.6441 - acc: 0.6416
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6444 - acc: 0.6412
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6442 - acc: 0.6414
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6440 - acc: 0.6419
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6441 - acc: 0.6417
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6438 - acc: 0.6420
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6437 - acc: 0.6421
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6437 - acc: 0.6420
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6436 - acc: 0.6420
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6434 - acc: 0.6423
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6433 - acc: 0.6425
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6435 - acc: 0.6424
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6436 - acc: 0.6423
22100/38888 [================>.............] - ETA: 4s - loss: 0.6432 - acc: 0.6428
22300/38888 [================>.............] - ETA: 4s - loss: 0.6433 - acc: 0.6428
22500/38888 [================>.............] - ETA: 4s - loss: 0.6435 - acc: 0.6424
22700/38888 [================>.............] - ETA: 4s - loss: 0.6433 - acc: 0.6429
22900/38888 [================>.............] - ETA: 4s - loss: 0.6429 - acc: 0.6435
23100/38888 [================>.............] - ETA: 4s - loss: 0.6429 - acc: 0.6436
23300/38888 [================>.............] - ETA: 4s - loss: 0.6429 - acc: 0.6437
23500/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6437
23700/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6438
23900/38888 [=================>............] - ETA: 4s - loss: 0.6429 - acc: 0.6441
24100/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6439
24300/38888 [=================>............] - ETA: 4s - loss: 0.6430 - acc: 0.6441
24500/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6438
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6432 - acc: 0.6435
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6433 - acc: 0.6435
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6432 - acc: 0.6440
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6431 - acc: 0.6442
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6429 - acc: 0.6445
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6428 - acc: 0.6448
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6428 - acc: 0.6446
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6424 - acc: 0.6451
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6425 - acc: 0.6451
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6427 - acc: 0.6449
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6427 - acc: 0.6448
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6430 - acc: 0.6445
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6431 - acc: 0.6442
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6431 - acc: 0.6442
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6440
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6439
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6432 - acc: 0.6441
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6440
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6433 - acc: 0.6440
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6434 - acc: 0.6438
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6431 - acc: 0.6444
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6429 - acc: 0.6447
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6429 - acc: 0.6448
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6429 - acc: 0.6448
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6426 - acc: 0.6453
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6426 - acc: 0.6452
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6422 - acc: 0.6454
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6420 - acc: 0.6458
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6416 - acc: 0.6462
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6415 - acc: 0.6463
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6417 - acc: 0.6461
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6417 - acc: 0.6463
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6416 - acc: 0.6464
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6415 - acc: 0.6465
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6415 - acc: 0.6464
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6413 - acc: 0.6468
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6415 - acc: 0.6466
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6416 - acc: 0.6464
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6416 - acc: 0.6463
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6417 - acc: 0.6464
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6418 - acc: 0.6461
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6418 - acc: 0.6461
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6416 - acc: 0.6465
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6416 - acc: 0.6465
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6415 - acc: 0.6465
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6414 - acc: 0.6467
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6413 - acc: 0.6469
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6412 - acc: 0.6470
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6413 - acc: 0.6467
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6414 - acc: 0.6466
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6414 - acc: 0.6464
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6415 - acc: 0.6465
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6416 - acc: 0.6462
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6418 - acc: 0.6460
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6419 - acc: 0.6459
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6419 - acc: 0.6457
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6419 - acc: 0.6457
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6421 - acc: 0.6454
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6420 - acc: 0.6455
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6419 - acc: 0.6457
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6419 - acc: 0.6457
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6418 - acc: 0.6458
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6419 - acc: 0.6458
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6420 - acc: 0.6456
37700/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6452
37900/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6452
38100/38888 [============================>.] - ETA: 0s - loss: 0.6424 - acc: 0.6450
38300/38888 [============================>.] - ETA: 0s - loss: 0.6425 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6424 - acc: 0.6451
38700/38888 [============================>.] - ETA: 0s - loss: 0.6424 - acc: 0.6450
38888/38888 [==============================] - 12s 307us/step - loss: 0.6423 - acc: 0.6452 - val_loss: 0.6434 - val_acc: 0.6507
Epoch 9/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6193 - acc: 0.6700
  300/38888 [..............................] - ETA: 10s - loss: 0.6255 - acc: 0.6600
  600/38888 [..............................] - ETA: 9s - loss: 0.6482 - acc: 0.6333 
  800/38888 [..............................] - ETA: 9s - loss: 0.6340 - acc: 0.6475
 1000/38888 [..............................] - ETA: 9s - loss: 0.6382 - acc: 0.6410
 1200/38888 [..............................] - ETA: 9s - loss: 0.6368 - acc: 0.6433
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6360 - acc: 0.6433
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6407 - acc: 0.6400
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6455 - acc: 0.6337
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6457 - acc: 0.6352
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6457 - acc: 0.6343
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6440 - acc: 0.6360
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6417 - acc: 0.6393
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6430 - acc: 0.6379
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6431 - acc: 0.6384
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6432 - acc: 0.6400
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6432 - acc: 0.6400
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6451 - acc: 0.6374
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6446 - acc: 0.6381
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6426 - acc: 0.6411
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6428 - acc: 0.6406
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6445 - acc: 0.6394
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6433 - acc: 0.6411
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6434 - acc: 0.6411
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6427 - acc: 0.6412
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6426 - acc: 0.6419
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6428 - acc: 0.6418
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6425 - acc: 0.6421
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6423 - acc: 0.6426
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6424 - acc: 0.6430
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6425 - acc: 0.6429
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6422 - acc: 0.6431
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6417 - acc: 0.6441
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6413 - acc: 0.6453
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6391 - acc: 0.6486
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6383 - acc: 0.6501
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6384 - acc: 0.6498
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6381 - acc: 0.6504
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6390 - acc: 0.6494
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6387 - acc: 0.6497
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6382 - acc: 0.6503
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6383 - acc: 0.6504
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6380 - acc: 0.6513
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6375 - acc: 0.6518
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6387 - acc: 0.6513
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6386 - acc: 0.6519
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6383 - acc: 0.6525
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6384 - acc: 0.6526
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6386 - acc: 0.6521
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6384 - acc: 0.6521
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6389 - acc: 0.6509
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6394 - acc: 0.6505
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6398 - acc: 0.6496
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6401 - acc: 0.6490
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6397 - acc: 0.6496
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6392 - acc: 0.6505
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6398 - acc: 0.6494
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6396 - acc: 0.6493
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6394 - acc: 0.6496
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6398 - acc: 0.6491
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6403 - acc: 0.6485
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6477
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6476
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6481
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6409 - acc: 0.6477
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6477
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6406 - acc: 0.6479
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6403 - acc: 0.6482
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6399 - acc: 0.6484
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6397 - acc: 0.6491
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6394 - acc: 0.6490
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6393 - acc: 0.6492
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6385 - acc: 0.6502
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6385 - acc: 0.6501
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6389 - acc: 0.6497
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6394 - acc: 0.6494
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6395 - acc: 0.6490
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6394 - acc: 0.6491
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6396 - acc: 0.6488
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6394 - acc: 0.6492
16900/38888 [============>.................] - ETA: 6s - loss: 0.6395 - acc: 0.6489
17100/38888 [============>.................] - ETA: 6s - loss: 0.6397 - acc: 0.6484
17300/38888 [============>.................] - ETA: 6s - loss: 0.6400 - acc: 0.6480
17500/38888 [============>.................] - ETA: 6s - loss: 0.6404 - acc: 0.6474
17700/38888 [============>.................] - ETA: 6s - loss: 0.6408 - acc: 0.6466
17900/38888 [============>.................] - ETA: 6s - loss: 0.6408 - acc: 0.6467
18100/38888 [============>.................] - ETA: 6s - loss: 0.6409 - acc: 0.6467
18300/38888 [=============>................] - ETA: 5s - loss: 0.6409 - acc: 0.6468
18500/38888 [=============>................] - ETA: 5s - loss: 0.6410 - acc: 0.6464
18700/38888 [=============>................] - ETA: 5s - loss: 0.6413 - acc: 0.6458
18900/38888 [=============>................] - ETA: 5s - loss: 0.6415 - acc: 0.6452
19100/38888 [=============>................] - ETA: 5s - loss: 0.6418 - acc: 0.6450
19300/38888 [=============>................] - ETA: 5s - loss: 0.6416 - acc: 0.6452
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6416 - acc: 0.6452
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6419 - acc: 0.6447
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6422 - acc: 0.6442
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6422 - acc: 0.6441
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6425 - acc: 0.6440
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6423 - acc: 0.6445
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6421 - acc: 0.6448
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6420 - acc: 0.6449
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6418 - acc: 0.6451
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6422 - acc: 0.6445
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6421 - acc: 0.6448
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6423 - acc: 0.6448
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6423 - acc: 0.6447
22100/38888 [================>.............] - ETA: 4s - loss: 0.6424 - acc: 0.6446
22300/38888 [================>.............] - ETA: 4s - loss: 0.6425 - acc: 0.6445
22500/38888 [================>.............] - ETA: 4s - loss: 0.6426 - acc: 0.6444
22700/38888 [================>.............] - ETA: 4s - loss: 0.6424 - acc: 0.6448
22900/38888 [================>.............] - ETA: 4s - loss: 0.6425 - acc: 0.6447
23100/38888 [================>.............] - ETA: 4s - loss: 0.6426 - acc: 0.6445
23300/38888 [================>.............] - ETA: 4s - loss: 0.6430 - acc: 0.6440
23500/38888 [=================>............] - ETA: 4s - loss: 0.6432 - acc: 0.6436
23700/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6436
23900/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6434
24100/38888 [=================>............] - ETA: 4s - loss: 0.6431 - acc: 0.6434
24300/38888 [=================>............] - ETA: 4s - loss: 0.6430 - acc: 0.6435
24500/38888 [=================>............] - ETA: 4s - loss: 0.6429 - acc: 0.6435
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6431 - acc: 0.6433
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6433 - acc: 0.6431
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6433 - acc: 0.6430
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6433 - acc: 0.6431
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6433 - acc: 0.6430
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6432 - acc: 0.6432
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6430 - acc: 0.6436
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6430 - acc: 0.6436
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6431 - acc: 0.6435
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6432 - acc: 0.6434
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6430 - acc: 0.6439
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6430 - acc: 0.6436
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6431 - acc: 0.6434
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6434 - acc: 0.6432
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6437 - acc: 0.6429
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6437 - acc: 0.6427
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6436 - acc: 0.6428
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6436 - acc: 0.6429
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6432 - acc: 0.6432
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6430 - acc: 0.6435
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6432 - acc: 0.6431
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6429
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6433 - acc: 0.6432
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6432
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6434 - acc: 0.6431
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6436 - acc: 0.6426
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6434 - acc: 0.6427
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6435 - acc: 0.6427
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6433 - acc: 0.6429
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6432 - acc: 0.6430
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6431 - acc: 0.6430
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6431 - acc: 0.6432
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6430 - acc: 0.6432
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6429 - acc: 0.6434
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6430 - acc: 0.6434
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6426 - acc: 0.6437
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6425 - acc: 0.6442
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6424 - acc: 0.6442
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6425 - acc: 0.6440
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6428 - acc: 0.6439
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6427 - acc: 0.6439
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6426 - acc: 0.6440
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6425 - acc: 0.6440
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6424 - acc: 0.6443
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6423 - acc: 0.6446
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6424 - acc: 0.6443
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6425 - acc: 0.6444
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6426 - acc: 0.6441
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6425 - acc: 0.6443
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6423 - acc: 0.6445
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6425 - acc: 0.6444
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6424 - acc: 0.6444
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6423 - acc: 0.6444
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6422 - acc: 0.6446
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6421 - acc: 0.6446
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6420 - acc: 0.6447
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6417 - acc: 0.6450
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6420 - acc: 0.6449
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6420 - acc: 0.6450
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6419 - acc: 0.6452
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6420 - acc: 0.6451
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6421 - acc: 0.6450
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6420 - acc: 0.6452
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6422 - acc: 0.6449
37600/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6449
37800/38888 [============================>.] - ETA: 0s - loss: 0.6423 - acc: 0.6448
38000/38888 [============================>.] - ETA: 0s - loss: 0.6423 - acc: 0.6448
38200/38888 [============================>.] - ETA: 0s - loss: 0.6423 - acc: 0.6450
38400/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6451
38600/38888 [============================>.] - ETA: 0s - loss: 0.6420 - acc: 0.6456
38800/38888 [============================>.] - ETA: 0s - loss: 0.6422 - acc: 0.6452
38888/38888 [==============================] - 12s 305us/step - loss: 0.6422 - acc: 0.6452 - val_loss: 0.6440 - val_acc: 0.6507
Epoch 10/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6197 - acc: 0.6900
  300/38888 [..............................] - ETA: 9s - loss: 0.6420 - acc: 0.6500 
  500/38888 [..............................] - ETA: 10s - loss: 0.6257 - acc: 0.6760
  800/38888 [..............................] - ETA: 9s - loss: 0.6260 - acc: 0.6713 
 1100/38888 [..............................] - ETA: 9s - loss: 0.6319 - acc: 0.6618
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6357 - acc: 0.6546
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6349 - acc: 0.6587
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6362 - acc: 0.6582
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6324 - acc: 0.6610
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6326 - acc: 0.6618
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6334 - acc: 0.6621
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6367 - acc: 0.6569
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6351 - acc: 0.6600
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6368 - acc: 0.6574
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6372 - acc: 0.6562
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6366 - acc: 0.6576
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6392 - acc: 0.6540
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6392 - acc: 0.6533
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6403 - acc: 0.6518
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6410 - acc: 0.6504
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6408 - acc: 0.6498
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6413 - acc: 0.6492
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6415 - acc: 0.6487
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6411 - acc: 0.6487
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6406 - acc: 0.6491
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6407 - acc: 0.6485
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6415 - acc: 0.6472
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6419 - acc: 0.6457
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6416 - acc: 0.6455
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6418 - acc: 0.6460
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6422 - acc: 0.6461
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6417 - acc: 0.6470
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6436 - acc: 0.6452
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6443 - acc: 0.6453
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6446 - acc: 0.6443
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6454 - acc: 0.6427
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6464 - acc: 0.6414
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6461 - acc: 0.6417
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6461 - acc: 0.6418
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6461 - acc: 0.6416
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6451 - acc: 0.6435
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6447 - acc: 0.6443
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6446 - acc: 0.6446
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6444 - acc: 0.6447
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6445 - acc: 0.6442
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6442 - acc: 0.6447
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6441 - acc: 0.6452
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6449 - acc: 0.6445
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6451 - acc: 0.6439
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6452 - acc: 0.6436
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6442 - acc: 0.6445
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6440 - acc: 0.6445
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6450 - acc: 0.6434
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6446 - acc: 0.6435
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6443 - acc: 0.6442
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6433 - acc: 0.6451
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6426 - acc: 0.6459
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6433 - acc: 0.6450
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6431 - acc: 0.6456
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6435 - acc: 0.6453
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6438 - acc: 0.6452
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6433 - acc: 0.6457
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6433 - acc: 0.6456
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6434 - acc: 0.6455
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6433 - acc: 0.6453
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6427 - acc: 0.6464
14200/38888 [=========>....................] - ETA: 6s - loss: 0.6424 - acc: 0.6468
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6421 - acc: 0.6474
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6419 - acc: 0.6475
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6415 - acc: 0.6478
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6410 - acc: 0.6481
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6418 - acc: 0.6471
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6415 - acc: 0.6472
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6419 - acc: 0.6464
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6417 - acc: 0.6467
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6420 - acc: 0.6460
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6418 - acc: 0.6460
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6421 - acc: 0.6453
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6423 - acc: 0.6452
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6422 - acc: 0.6450
17100/38888 [============>.................] - ETA: 6s - loss: 0.6419 - acc: 0.6455
17300/38888 [============>.................] - ETA: 6s - loss: 0.6420 - acc: 0.6453
17500/38888 [============>.................] - ETA: 6s - loss: 0.6419 - acc: 0.6457
17700/38888 [============>.................] - ETA: 6s - loss: 0.6414 - acc: 0.6464
17900/38888 [============>.................] - ETA: 6s - loss: 0.6409 - acc: 0.6468
18100/38888 [============>.................] - ETA: 5s - loss: 0.6413 - acc: 0.6464
18400/38888 [=============>................] - ETA: 5s - loss: 0.6416 - acc: 0.6459
18600/38888 [=============>................] - ETA: 5s - loss: 0.6417 - acc: 0.6456
18800/38888 [=============>................] - ETA: 5s - loss: 0.6419 - acc: 0.6451
19000/38888 [=============>................] - ETA: 5s - loss: 0.6418 - acc: 0.6449
19200/38888 [=============>................] - ETA: 5s - loss: 0.6422 - acc: 0.6444
19400/38888 [=============>................] - ETA: 5s - loss: 0.6421 - acc: 0.6445
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6427 - acc: 0.6438
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6429 - acc: 0.6432
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6428 - acc: 0.6435
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6428 - acc: 0.6435
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6428 - acc: 0.6432
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6427 - acc: 0.6435
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6426 - acc: 0.6438
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6427 - acc: 0.6436
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6427 - acc: 0.6436
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6430 - acc: 0.6428
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6427 - acc: 0.6429
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6425 - acc: 0.6435
22200/38888 [================>.............] - ETA: 4s - loss: 0.6423 - acc: 0.6439
22400/38888 [================>.............] - ETA: 4s - loss: 0.6421 - acc: 0.6439
22600/38888 [================>.............] - ETA: 4s - loss: 0.6423 - acc: 0.6439
22800/38888 [================>.............] - ETA: 4s - loss: 0.6423 - acc: 0.6440
23000/38888 [================>.............] - ETA: 4s - loss: 0.6423 - acc: 0.6443
23200/38888 [================>.............] - ETA: 4s - loss: 0.6421 - acc: 0.6444
23400/38888 [=================>............] - ETA: 4s - loss: 0.6424 - acc: 0.6438
23600/38888 [=================>............] - ETA: 4s - loss: 0.6424 - acc: 0.6439
23800/38888 [=================>............] - ETA: 4s - loss: 0.6425 - acc: 0.6438
24000/38888 [=================>............] - ETA: 4s - loss: 0.6423 - acc: 0.6441
24200/38888 [=================>............] - ETA: 4s - loss: 0.6424 - acc: 0.6439
24400/38888 [=================>............] - ETA: 4s - loss: 0.6423 - acc: 0.6441
24600/38888 [=================>............] - ETA: 4s - loss: 0.6422 - acc: 0.6439
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6419 - acc: 0.6444
25000/38888 [==================>...........] - ETA: 3s - loss: 0.6419 - acc: 0.6443
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6419 - acc: 0.6442
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6422 - acc: 0.6437
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6421 - acc: 0.6439
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6420 - acc: 0.6441
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6421 - acc: 0.6440
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6419 - acc: 0.6439
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6421 - acc: 0.6434
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6420 - acc: 0.6436
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6420 - acc: 0.6435
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6418 - acc: 0.6436
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6418 - acc: 0.6437
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6419 - acc: 0.6435
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6421 - acc: 0.6431
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6422 - acc: 0.6428
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6423 - acc: 0.6425
28500/38888 [====================>.........] - ETA: 2s - loss: 0.6423 - acc: 0.6427
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6423 - acc: 0.6426
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6423 - acc: 0.6426
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6423 - acc: 0.6425
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6422 - acc: 0.6428
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6424 - acc: 0.6426
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6424 - acc: 0.6427
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6420 - acc: 0.6433
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6420 - acc: 0.6431
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6420 - acc: 0.6432
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6421 - acc: 0.6431
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6421 - acc: 0.6431
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6420 - acc: 0.6432
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6419 - acc: 0.6432
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6419 - acc: 0.6434
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6419 - acc: 0.6434
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6417 - acc: 0.6437
32000/38888 [=======================>......] - ETA: 1s - loss: 0.6418 - acc: 0.6438
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6417 - acc: 0.6438
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6418 - acc: 0.6437
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6416 - acc: 0.6439
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6415 - acc: 0.6442
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6416 - acc: 0.6440
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6414 - acc: 0.6443
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6416 - acc: 0.6438
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6414 - acc: 0.6442
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6414 - acc: 0.6442
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6413 - acc: 0.6442
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6414 - acc: 0.6440
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6413 - acc: 0.6441
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6411 - acc: 0.6444
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6409 - acc: 0.6445
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6413 - acc: 0.6440
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6413 - acc: 0.6439
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6413 - acc: 0.6439
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6413 - acc: 0.6439
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6412 - acc: 0.6440
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6413 - acc: 0.6440
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6412 - acc: 0.6442
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6411 - acc: 0.6443
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6412 - acc: 0.6441
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6412 - acc: 0.6440
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6412 - acc: 0.6442
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6411 - acc: 0.6444
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6409 - acc: 0.6446
37700/38888 [============================>.] - ETA: 0s - loss: 0.6411 - acc: 0.6443
37900/38888 [============================>.] - ETA: 0s - loss: 0.6411 - acc: 0.6444
38100/38888 [============================>.] - ETA: 0s - loss: 0.6412 - acc: 0.6445
38300/38888 [============================>.] - ETA: 0s - loss: 0.6412 - acc: 0.6444
38500/38888 [============================>.] - ETA: 0s - loss: 0.6411 - acc: 0.6447
38700/38888 [============================>.] - ETA: 0s - loss: 0.6410 - acc: 0.6448
38888/38888 [==============================] - 12s 304us/step - loss: 0.6409 - acc: 0.6449 - val_loss: 0.6425 - val_acc: 0.6507
Epoch 11/20

  100/38888 [..............................] - ETA: 11s - loss: 0.6910 - acc: 0.6200
  300/38888 [..............................] - ETA: 10s - loss: 0.6609 - acc: 0.6367
  500/38888 [..............................] - ETA: 10s - loss: 0.6535 - acc: 0.6340
  700/38888 [..............................] - ETA: 9s - loss: 0.6501 - acc: 0.6371 
  900/38888 [..............................] - ETA: 9s - loss: 0.6460 - acc: 0.6367
 1200/38888 [..............................] - ETA: 9s - loss: 0.6463 - acc: 0.6342
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6422 - acc: 0.6407
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6377 - acc: 0.6512
 1800/38888 [>.............................] - ETA: 9s - loss: 0.6408 - acc: 0.6478
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6398 - acc: 0.6490
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6408 - acc: 0.6473
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6376 - acc: 0.6496
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6421 - acc: 0.6438
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6451 - acc: 0.6421
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6467 - acc: 0.6406
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6427 - acc: 0.6471
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6434 - acc: 0.6461
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6447 - acc: 0.6433
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6449 - acc: 0.6426
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6449 - acc: 0.6427
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6433 - acc: 0.6444
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6439 - acc: 0.6422
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6433 - acc: 0.6433
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6419 - acc: 0.6457
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6423 - acc: 0.6459
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6424 - acc: 0.6461
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6421 - acc: 0.6471
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6411 - acc: 0.6484
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6405 - acc: 0.6484
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6401 - acc: 0.6488
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6411 - acc: 0.6478
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6409 - acc: 0.6478
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6403 - acc: 0.6492
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6408 - acc: 0.6495
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6404 - acc: 0.6501
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6406 - acc: 0.6490
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6398 - acc: 0.6496
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6398 - acc: 0.6495
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6388 - acc: 0.6505
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6396 - acc: 0.6494
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6401 - acc: 0.6486
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6403 - acc: 0.6479
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6398 - acc: 0.6485
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6398 - acc: 0.6481
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6408 - acc: 0.6473
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6411 - acc: 0.6466
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6411 - acc: 0.6467
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6408 - acc: 0.6476
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6402 - acc: 0.6485
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6404 - acc: 0.6487
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6400 - acc: 0.6490
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6395 - acc: 0.6498
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6392 - acc: 0.6498
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6390 - acc: 0.6503
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6393 - acc: 0.6497
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6400 - acc: 0.6489
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6396 - acc: 0.6492
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6396 - acc: 0.6494
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6396 - acc: 0.6495
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6393 - acc: 0.6498
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6398 - acc: 0.6495
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6398 - acc: 0.6494
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6393 - acc: 0.6501
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6395 - acc: 0.6496
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6395 - acc: 0.6497
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6399 - acc: 0.6493
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6394 - acc: 0.6499
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6396 - acc: 0.6498
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6397 - acc: 0.6497
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6399 - acc: 0.6493
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6397 - acc: 0.6497
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6397 - acc: 0.6497
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6398 - acc: 0.6496
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6390 - acc: 0.6507
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6396 - acc: 0.6498
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6396 - acc: 0.6497
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6393 - acc: 0.6498
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6395 - acc: 0.6494
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6395 - acc: 0.6492
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6400 - acc: 0.6489
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6397 - acc: 0.6492
17000/38888 [============>.................] - ETA: 6s - loss: 0.6396 - acc: 0.6497
17200/38888 [============>.................] - ETA: 6s - loss: 0.6394 - acc: 0.6500
17400/38888 [============>.................] - ETA: 6s - loss: 0.6393 - acc: 0.6499
17600/38888 [============>.................] - ETA: 6s - loss: 0.6392 - acc: 0.6500
17800/38888 [============>.................] - ETA: 6s - loss: 0.6395 - acc: 0.6495
18000/38888 [============>.................] - ETA: 6s - loss: 0.6395 - acc: 0.6492
18200/38888 [=============>................] - ETA: 6s - loss: 0.6396 - acc: 0.6491
18400/38888 [=============>................] - ETA: 5s - loss: 0.6393 - acc: 0.6493
18600/38888 [=============>................] - ETA: 5s - loss: 0.6394 - acc: 0.6491
18800/38888 [=============>................] - ETA: 5s - loss: 0.6391 - acc: 0.6491
19000/38888 [=============>................] - ETA: 5s - loss: 0.6393 - acc: 0.6489
19300/38888 [=============>................] - ETA: 5s - loss: 0.6394 - acc: 0.6491
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6397 - acc: 0.6486
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6399 - acc: 0.6481
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6405 - acc: 0.6474
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6404 - acc: 0.6474
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6402 - acc: 0.6478
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6397 - acc: 0.6486
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6396 - acc: 0.6487
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6402 - acc: 0.6477
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6405 - acc: 0.6473
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6402 - acc: 0.6477
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6400 - acc: 0.6479
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6400 - acc: 0.6476
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6399 - acc: 0.6479
22100/38888 [================>.............] - ETA: 4s - loss: 0.6401 - acc: 0.6475
22300/38888 [================>.............] - ETA: 4s - loss: 0.6403 - acc: 0.6475
22500/38888 [================>.............] - ETA: 4s - loss: 0.6404 - acc: 0.6472
22700/38888 [================>.............] - ETA: 4s - loss: 0.6402 - acc: 0.6477
22900/38888 [================>.............] - ETA: 4s - loss: 0.6404 - acc: 0.6473
23100/38888 [================>.............] - ETA: 4s - loss: 0.6406 - acc: 0.6471
23300/38888 [================>.............] - ETA: 4s - loss: 0.6406 - acc: 0.6472
23500/38888 [=================>............] - ETA: 4s - loss: 0.6404 - acc: 0.6477
23700/38888 [=================>............] - ETA: 4s - loss: 0.6401 - acc: 0.6481
23900/38888 [=================>............] - ETA: 4s - loss: 0.6401 - acc: 0.6481
24200/38888 [=================>............] - ETA: 4s - loss: 0.6398 - acc: 0.6485
24400/38888 [=================>............] - ETA: 4s - loss: 0.6397 - acc: 0.6486
24600/38888 [=================>............] - ETA: 4s - loss: 0.6396 - acc: 0.6487
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6395 - acc: 0.6488
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6398 - acc: 0.6484
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6401 - acc: 0.6483
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6400 - acc: 0.6483
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6399 - acc: 0.6483
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6403 - acc: 0.6478
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6404 - acc: 0.6477
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6405 - acc: 0.6476
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6406 - acc: 0.6474
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6406 - acc: 0.6472
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6407 - acc: 0.6471
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6407 - acc: 0.6468
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6405 - acc: 0.6469
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6406 - acc: 0.6467
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6406 - acc: 0.6465
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6408 - acc: 0.6464
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6408 - acc: 0.6463
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6408 - acc: 0.6464
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6409 - acc: 0.6463
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6410 - acc: 0.6462
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6409 - acc: 0.6460
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6408 - acc: 0.6463
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6407 - acc: 0.6466
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6408 - acc: 0.6465
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6409 - acc: 0.6464
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6411 - acc: 0.6460
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6408 - acc: 0.6462
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6410 - acc: 0.6460
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6411 - acc: 0.6459
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6410 - acc: 0.6459
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6408 - acc: 0.6462
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6406 - acc: 0.6461
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6408 - acc: 0.6458
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6410 - acc: 0.6456
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6410 - acc: 0.6455
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6410 - acc: 0.6456
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6409 - acc: 0.6459
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6409 - acc: 0.6457
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6409 - acc: 0.6456
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6409 - acc: 0.6456
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6410 - acc: 0.6456
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6411 - acc: 0.6454
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6410 - acc: 0.6454
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6409 - acc: 0.6455
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6411 - acc: 0.6452
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6412 - acc: 0.6452
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6410 - acc: 0.6453
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6410 - acc: 0.6453
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6409 - acc: 0.6455
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6410 - acc: 0.6455
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6410 - acc: 0.6455
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6411 - acc: 0.6454
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6413 - acc: 0.6451
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6412 - acc: 0.6453
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6412 - acc: 0.6453
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6410 - acc: 0.6456
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6409 - acc: 0.6458
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6411 - acc: 0.6455
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6413 - acc: 0.6452
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6413 - acc: 0.6451
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6413 - acc: 0.6449
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6413 - acc: 0.6450
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6413 - acc: 0.6450
37700/38888 [============================>.] - ETA: 0s - loss: 0.6413 - acc: 0.6450
37900/38888 [============================>.] - ETA: 0s - loss: 0.6414 - acc: 0.6450
38100/38888 [============================>.] - ETA: 0s - loss: 0.6414 - acc: 0.6450
38300/38888 [============================>.] - ETA: 0s - loss: 0.6413 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6414 - acc: 0.6451
38700/38888 [============================>.] - ETA: 0s - loss: 0.6411 - acc: 0.6454
38888/38888 [==============================] - 12s 303us/step - loss: 0.6413 - acc: 0.6452 - val_loss: 0.6429 - val_acc: 0.6507
Epoch 12/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6098 - acc: 0.6900
  300/38888 [..............................] - ETA: 10s - loss: 0.6483 - acc: 0.6300
  500/38888 [..............................] - ETA: 10s - loss: 0.6475 - acc: 0.6380
  700/38888 [..............................] - ETA: 10s - loss: 0.6492 - acc: 0.6371
  900/38888 [..............................] - ETA: 10s - loss: 0.6520 - acc: 0.6322
 1100/38888 [..............................] - ETA: 9s - loss: 0.6551 - acc: 0.6273 
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6530 - acc: 0.6323
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6545 - acc: 0.6320
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6542 - acc: 0.6312
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6538 - acc: 0.6290
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6522 - acc: 0.6291
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6539 - acc: 0.6236
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6515 - acc: 0.6282
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6517 - acc: 0.6268
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6487 - acc: 0.6303
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6495 - acc: 0.6295
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6503 - acc: 0.6280
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6467 - acc: 0.6323
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6457 - acc: 0.6337
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6451 - acc: 0.6345
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6452 - acc: 0.6363
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6427 - acc: 0.6396
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6406 - acc: 0.6417
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6411 - acc: 0.6413
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6414 - acc: 0.6405
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6403 - acc: 0.6410
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6423 - acc: 0.6390
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6420 - acc: 0.6395
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6413 - acc: 0.6409
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6414 - acc: 0.6409
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6410 - acc: 0.6411
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6417 - acc: 0.6397
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6412 - acc: 0.6403
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6410 - acc: 0.6405
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6410 - acc: 0.6413
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6423 - acc: 0.6398
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6427 - acc: 0.6391
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6434 - acc: 0.6382
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6432 - acc: 0.6381
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6427 - acc: 0.6391
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6438 - acc: 0.6381
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6433 - acc: 0.6387
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6434 - acc: 0.6387
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6441 - acc: 0.6383
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6440 - acc: 0.6380
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6438 - acc: 0.6383
10200/38888 [======>.......................] - ETA: 7s - loss: 0.6437 - acc: 0.6384
10400/38888 [=======>......................] - ETA: 7s - loss: 0.6438 - acc: 0.6385
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6438 - acc: 0.6380
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6436 - acc: 0.6389
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6429 - acc: 0.6401
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6423 - acc: 0.6411
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6416 - acc: 0.6421
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6418 - acc: 0.6417
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6416 - acc: 0.6418
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6414 - acc: 0.6419
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6409 - acc: 0.6426
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6409 - acc: 0.6425
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6413 - acc: 0.6423
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6413 - acc: 0.6432
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6408 - acc: 0.6440
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6440
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6405 - acc: 0.6446
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6400 - acc: 0.6453
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6399 - acc: 0.6452
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6397 - acc: 0.6456
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6397 - acc: 0.6459
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6402 - acc: 0.6454
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6402 - acc: 0.6454
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6404 - acc: 0.6452
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6403 - acc: 0.6451
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6406 - acc: 0.6447
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6406 - acc: 0.6447
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6405 - acc: 0.6446
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6404 - acc: 0.6447
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6451
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6449
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6399 - acc: 0.6455
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6449
16900/38888 [============>.................] - ETA: 6s - loss: 0.6404 - acc: 0.6443
17100/38888 [============>.................] - ETA: 6s - loss: 0.6398 - acc: 0.6452
17300/38888 [============>.................] - ETA: 6s - loss: 0.6401 - acc: 0.6450
17500/38888 [============>.................] - ETA: 6s - loss: 0.6405 - acc: 0.6446
17700/38888 [============>.................] - ETA: 5s - loss: 0.6405 - acc: 0.6445
17900/38888 [============>.................] - ETA: 5s - loss: 0.6403 - acc: 0.6449
18100/38888 [============>.................] - ETA: 5s - loss: 0.6404 - acc: 0.6447
18300/38888 [=============>................] - ETA: 5s - loss: 0.6403 - acc: 0.6450
18500/38888 [=============>................] - ETA: 5s - loss: 0.6405 - acc: 0.6446
18700/38888 [=============>................] - ETA: 5s - loss: 0.6406 - acc: 0.6446
18900/38888 [=============>................] - ETA: 5s - loss: 0.6403 - acc: 0.6451
19100/38888 [=============>................] - ETA: 5s - loss: 0.6402 - acc: 0.6454
19300/38888 [=============>................] - ETA: 5s - loss: 0.6400 - acc: 0.6456
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6400 - acc: 0.6457
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6401 - acc: 0.6457
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6400 - acc: 0.6457
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6399 - acc: 0.6457
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6402 - acc: 0.6453
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6401 - acc: 0.6455
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6402 - acc: 0.6454
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6404 - acc: 0.6452
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6407 - acc: 0.6444
21300/38888 [===============>..............] - ETA: 4s - loss: 0.6405 - acc: 0.6446
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6407 - acc: 0.6446
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6408 - acc: 0.6445
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6408 - acc: 0.6447
22100/38888 [================>.............] - ETA: 4s - loss: 0.6405 - acc: 0.6452
22300/38888 [================>.............] - ETA: 4s - loss: 0.6407 - acc: 0.6449
22500/38888 [================>.............] - ETA: 4s - loss: 0.6405 - acc: 0.6450
22700/38888 [================>.............] - ETA: 4s - loss: 0.6404 - acc: 0.6455
22900/38888 [================>.............] - ETA: 4s - loss: 0.6404 - acc: 0.6453
23100/38888 [================>.............] - ETA: 4s - loss: 0.6403 - acc: 0.6454
23300/38888 [================>.............] - ETA: 4s - loss: 0.6406 - acc: 0.6448
23500/38888 [=================>............] - ETA: 4s - loss: 0.6406 - acc: 0.6447
23700/38888 [=================>............] - ETA: 4s - loss: 0.6407 - acc: 0.6447
23900/38888 [=================>............] - ETA: 4s - loss: 0.6405 - acc: 0.6450
24100/38888 [=================>............] - ETA: 4s - loss: 0.6405 - acc: 0.6451
24300/38888 [=================>............] - ETA: 4s - loss: 0.6407 - acc: 0.6447
24500/38888 [=================>............] - ETA: 4s - loss: 0.6405 - acc: 0.6450
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6405 - acc: 0.6450
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6405 - acc: 0.6452
25100/38888 [==================>...........] - ETA: 3s - loss: 0.6406 - acc: 0.6449
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6405 - acc: 0.6449
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6405 - acc: 0.6449
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6408 - acc: 0.6447
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6410 - acc: 0.6445
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6410 - acc: 0.6446
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6407 - acc: 0.6451
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6407 - acc: 0.6451
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6410 - acc: 0.6446
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6410 - acc: 0.6448
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6413 - acc: 0.6442
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6414 - acc: 0.6440
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6415 - acc: 0.6438
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6414 - acc: 0.6439
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6413 - acc: 0.6441
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6410 - acc: 0.6444
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6414 - acc: 0.6440
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6415 - acc: 0.6438
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6412 - acc: 0.6441
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6413 - acc: 0.6439
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6411 - acc: 0.6441
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6412 - acc: 0.6440
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6410 - acc: 0.6442
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6411 - acc: 0.6442
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6409 - acc: 0.6443
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6410 - acc: 0.6445
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6409 - acc: 0.6444
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6408 - acc: 0.6446
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6409 - acc: 0.6443
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6406 - acc: 0.6447
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6406 - acc: 0.6447
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6409 - acc: 0.6445
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6406 - acc: 0.6449
32000/38888 [=======================>......] - ETA: 1s - loss: 0.6405 - acc: 0.6451
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6403 - acc: 0.6454
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6400 - acc: 0.6460
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6401 - acc: 0.6459
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6401 - acc: 0.6457
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6399 - acc: 0.6456
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6402 - acc: 0.6453
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6401 - acc: 0.6453
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6403 - acc: 0.6451
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6450
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6451
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6446
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6406 - acc: 0.6445
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6447
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6446
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6403 - acc: 0.6448
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6405 - acc: 0.6444
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6404 - acc: 0.6445
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6404 - acc: 0.6445
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6406 - acc: 0.6442
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6404 - acc: 0.6446
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6445
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6446
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6447
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6448
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6401 - acc: 0.6449
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6401 - acc: 0.6450
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6399 - acc: 0.6452
37700/38888 [============================>.] - ETA: 0s - loss: 0.6400 - acc: 0.6451
37900/38888 [============================>.] - ETA: 0s - loss: 0.6401 - acc: 0.6450
38100/38888 [============================>.] - ETA: 0s - loss: 0.6400 - acc: 0.6451
38300/38888 [============================>.] - ETA: 0s - loss: 0.6401 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6400 - acc: 0.6450
38800/38888 [============================>.] - ETA: 0s - loss: 0.6401 - acc: 0.6449
38888/38888 [==============================] - 12s 302us/step - loss: 0.6400 - acc: 0.6450 - val_loss: 0.6426 - val_acc: 0.6507
Epoch 13/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6275 - acc: 0.6600
  400/38888 [..............................] - ETA: 9s - loss: 0.6505 - acc: 0.6325
  600/38888 [..............................] - ETA: 9s - loss: 0.6515 - acc: 0.6183
  800/38888 [..............................] - ETA: 9s - loss: 0.6512 - acc: 0.6213
 1100/38888 [..............................] - ETA: 9s - loss: 0.6425 - acc: 0.6427
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6380 - acc: 0.6514
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6460 - acc: 0.6429
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6414 - acc: 0.6495
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6397 - acc: 0.6491
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6414 - acc: 0.6483
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6404 - acc: 0.6481
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6406 - acc: 0.6475
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6399 - acc: 0.6477
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6401 - acc: 0.6463
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6390 - acc: 0.6465
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6378 - acc: 0.6481
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6384 - acc: 0.6466
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6388 - acc: 0.6463
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6394 - acc: 0.6443
 4400/38888 [==>...........................] - ETA: 9s - loss: 0.6391 - acc: 0.6464
 4600/38888 [==>...........................] - ETA: 9s - loss: 0.6394 - acc: 0.6461
 4900/38888 [==>...........................] - ETA: 9s - loss: 0.6399 - acc: 0.6467
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6403 - acc: 0.6471
 5300/38888 [===>..........................] - ETA: 9s - loss: 0.6399 - acc: 0.6479
 5500/38888 [===>..........................] - ETA: 9s - loss: 0.6401 - acc: 0.6478
 5700/38888 [===>..........................] - ETA: 9s - loss: 0.6403 - acc: 0.6488
 5900/38888 [===>..........................] - ETA: 9s - loss: 0.6391 - acc: 0.6502
 6100/38888 [===>..........................] - ETA: 9s - loss: 0.6384 - acc: 0.6502
 6300/38888 [===>..........................] - ETA: 9s - loss: 0.6372 - acc: 0.6519
 6500/38888 [====>.........................] - ETA: 9s - loss: 0.6374 - acc: 0.6514
 6700/38888 [====>.........................] - ETA: 9s - loss: 0.6388 - acc: 0.6494
 6900/38888 [====>.........................] - ETA: 9s - loss: 0.6384 - acc: 0.6501
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6387 - acc: 0.6494
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6387 - acc: 0.6495
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6378 - acc: 0.6503
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6383 - acc: 0.6497
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6378 - acc: 0.6504
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6380 - acc: 0.6509
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6376 - acc: 0.6512
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6376 - acc: 0.6509
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6370 - acc: 0.6516
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6359 - acc: 0.6537
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6367 - acc: 0.6527
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6371 - acc: 0.6522
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6371 - acc: 0.6519
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6372 - acc: 0.6522
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6369 - acc: 0.6522
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6367 - acc: 0.6526
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6361 - acc: 0.6537
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6369 - acc: 0.6525
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6371 - acc: 0.6515
10900/38888 [=======>......................] - ETA: 8s - loss: 0.6373 - acc: 0.6515
11100/38888 [=======>......................] - ETA: 8s - loss: 0.6371 - acc: 0.6517
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6369 - acc: 0.6518
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6367 - acc: 0.6521
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6373 - acc: 0.6511
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6374 - acc: 0.6517
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6379 - acc: 0.6510
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6381 - acc: 0.6510
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6384 - acc: 0.6506
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6384 - acc: 0.6506
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6384 - acc: 0.6507
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6381 - acc: 0.6510
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6380 - acc: 0.6513
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6379 - acc: 0.6513
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6382 - acc: 0.6504
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6383 - acc: 0.6505
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6381 - acc: 0.6506
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6380 - acc: 0.6506
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6377 - acc: 0.6512
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6374 - acc: 0.6518
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6378 - acc: 0.6509
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6381 - acc: 0.6501
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6388 - acc: 0.6488
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6385 - acc: 0.6493
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6379 - acc: 0.6503
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6381 - acc: 0.6502
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6375 - acc: 0.6510
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6376 - acc: 0.6507
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6374 - acc: 0.6511
16900/38888 [============>.................] - ETA: 6s - loss: 0.6371 - acc: 0.6514
17100/38888 [============>.................] - ETA: 6s - loss: 0.6376 - acc: 0.6509
17300/38888 [============>.................] - ETA: 6s - loss: 0.6379 - acc: 0.6504
17500/38888 [============>.................] - ETA: 6s - loss: 0.6378 - acc: 0.6503
17700/38888 [============>.................] - ETA: 6s - loss: 0.6383 - acc: 0.6497
17900/38888 [============>.................] - ETA: 6s - loss: 0.6382 - acc: 0.6496
18100/38888 [============>.................] - ETA: 6s - loss: 0.6382 - acc: 0.6495
18300/38888 [=============>................] - ETA: 6s - loss: 0.6383 - acc: 0.6495
18500/38888 [=============>................] - ETA: 5s - loss: 0.6381 - acc: 0.6497
18700/38888 [=============>................] - ETA: 5s - loss: 0.6378 - acc: 0.6499
18900/38888 [=============>................] - ETA: 5s - loss: 0.6382 - acc: 0.6494
19100/38888 [=============>................] - ETA: 5s - loss: 0.6381 - acc: 0.6495
19300/38888 [=============>................] - ETA: 5s - loss: 0.6381 - acc: 0.6493
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6378 - acc: 0.6499
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6378 - acc: 0.6497
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6378 - acc: 0.6499
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6380 - acc: 0.6495
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6382 - acc: 0.6492
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6383 - acc: 0.6489
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6381 - acc: 0.6491
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6380 - acc: 0.6490
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6381 - acc: 0.6489
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6377 - acc: 0.6492
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6376 - acc: 0.6492
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6374 - acc: 0.6494
22100/38888 [================>.............] - ETA: 4s - loss: 0.6374 - acc: 0.6492
22300/38888 [================>.............] - ETA: 4s - loss: 0.6381 - acc: 0.6485
22500/38888 [================>.............] - ETA: 4s - loss: 0.6378 - acc: 0.6490
22700/38888 [================>.............] - ETA: 4s - loss: 0.6382 - acc: 0.6489
22900/38888 [================>.............] - ETA: 4s - loss: 0.6384 - acc: 0.6483
23100/38888 [================>.............] - ETA: 4s - loss: 0.6383 - acc: 0.6484
23300/38888 [================>.............] - ETA: 4s - loss: 0.6382 - acc: 0.6485
23500/38888 [=================>............] - ETA: 4s - loss: 0.6381 - acc: 0.6488
23700/38888 [=================>............] - ETA: 4s - loss: 0.6384 - acc: 0.6483
23900/38888 [=================>............] - ETA: 4s - loss: 0.6385 - acc: 0.6482
24100/38888 [=================>............] - ETA: 4s - loss: 0.6385 - acc: 0.6481
24300/38888 [=================>............] - ETA: 4s - loss: 0.6382 - acc: 0.6484
24500/38888 [=================>............] - ETA: 4s - loss: 0.6384 - acc: 0.6483
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6385 - acc: 0.6482
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6387 - acc: 0.6479
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6387 - acc: 0.6478
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6386 - acc: 0.6480
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6385 - acc: 0.6483
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6384 - acc: 0.6484
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6387 - acc: 0.6480
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6474
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6474
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6472
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6393 - acc: 0.6469
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6393 - acc: 0.6470
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6395 - acc: 0.6467
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6395 - acc: 0.6467
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6399 - acc: 0.6462
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6397 - acc: 0.6466
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6396 - acc: 0.6468
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6399 - acc: 0.6461
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6398 - acc: 0.6462
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6398 - acc: 0.6464
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6398 - acc: 0.6464
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6398 - acc: 0.6465
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6399 - acc: 0.6462
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6399 - acc: 0.6461
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6403 - acc: 0.6455
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6403 - acc: 0.6454
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6403 - acc: 0.6455
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6407 - acc: 0.6450
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6408 - acc: 0.6447
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6409 - acc: 0.6444
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6409 - acc: 0.6445
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6408 - acc: 0.6449
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6408 - acc: 0.6450
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6408 - acc: 0.6448
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6409 - acc: 0.6447
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6409 - acc: 0.6447
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6409 - acc: 0.6446
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6409 - acc: 0.6447
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6409 - acc: 0.6447
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6410 - acc: 0.6444
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6411 - acc: 0.6445
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6411 - acc: 0.6443
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6408 - acc: 0.6445
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6407 - acc: 0.6446
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6408 - acc: 0.6445
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6449
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6450
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6450
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6403 - acc: 0.6450
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6402 - acc: 0.6450
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6450
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6400 - acc: 0.6454
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6401 - acc: 0.6453
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6401 - acc: 0.6452
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6400 - acc: 0.6450
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6402 - acc: 0.6450
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6403 - acc: 0.6447
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6448
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6449
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6402 - acc: 0.6451
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6401 - acc: 0.6451
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6401 - acc: 0.6451
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6404 - acc: 0.6447
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6404 - acc: 0.6446
37700/38888 [============================>.] - ETA: 0s - loss: 0.6402 - acc: 0.6448
37900/38888 [============================>.] - ETA: 0s - loss: 0.6402 - acc: 0.6449
38100/38888 [============================>.] - ETA: 0s - loss: 0.6401 - acc: 0.6449
38300/38888 [============================>.] - ETA: 0s - loss: 0.6402 - acc: 0.6448
38500/38888 [============================>.] - ETA: 0s - loss: 0.6403 - acc: 0.6446
38700/38888 [============================>.] - ETA: 0s - loss: 0.6402 - acc: 0.6447
38888/38888 [==============================] - 12s 305us/step - loss: 0.6398 - acc: 0.6452 - val_loss: 0.6417 - val_acc: 0.6507
Epoch 14/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6382 - acc: 0.6900
  400/38888 [..............................] - ETA: 8s - loss: 0.6528 - acc: 0.6275
  700/38888 [..............................] - ETA: 8s - loss: 0.6380 - acc: 0.6500
 1000/38888 [..............................] - ETA: 8s - loss: 0.6417 - acc: 0.6460
 1200/38888 [..............................] - ETA: 8s - loss: 0.6410 - acc: 0.6483
 1400/38888 [>.............................] - ETA: 8s - loss: 0.6392 - acc: 0.6521
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6374 - acc: 0.6575
 1800/38888 [>.............................] - ETA: 9s - loss: 0.6371 - acc: 0.6567
 2100/38888 [>.............................] - ETA: 8s - loss: 0.6381 - acc: 0.6595
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6362 - acc: 0.6613
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6370 - acc: 0.6580
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6567
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6569
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6378 - acc: 0.6552
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6398 - acc: 0.6524
 3500/38888 [=>............................] - ETA: 8s - loss: 0.6389 - acc: 0.6546
 3700/38888 [=>............................] - ETA: 8s - loss: 0.6386 - acc: 0.6543
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6382 - acc: 0.6559
 4100/38888 [==>...........................] - ETA: 8s - loss: 0.6415 - acc: 0.6529
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6415 - acc: 0.6519
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6413 - acc: 0.6511
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6410 - acc: 0.6521
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6398 - acc: 0.6524
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6409 - acc: 0.6506
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6419 - acc: 0.6487
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6411 - acc: 0.6498
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6409 - acc: 0.6496
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6397 - acc: 0.6510
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6387 - acc: 0.6521
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6383 - acc: 0.6529
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6389 - acc: 0.6520
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6388 - acc: 0.6522
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6392 - acc: 0.6519
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6403 - acc: 0.6501
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6402 - acc: 0.6507
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6406 - acc: 0.6503
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6409 - acc: 0.6499
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6417 - acc: 0.6489
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6417 - acc: 0.6488
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6416 - acc: 0.6486
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6411 - acc: 0.6494
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6413 - acc: 0.6490
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6408 - acc: 0.6499
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6405 - acc: 0.6498
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6409 - acc: 0.6490
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6411 - acc: 0.6491
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6414 - acc: 0.6480
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6415 - acc: 0.6478
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6420 - acc: 0.6468
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6426 - acc: 0.6457
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6429 - acc: 0.6453
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6431 - acc: 0.6447
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6430 - acc: 0.6447
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6429 - acc: 0.6445
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6428 - acc: 0.6446
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6421 - acc: 0.6456
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6422 - acc: 0.6453
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6421 - acc: 0.6453
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6410 - acc: 0.6468
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6404 - acc: 0.6472
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6406 - acc: 0.6469
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6407 - acc: 0.6466
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6465
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6413 - acc: 0.6456
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6418 - acc: 0.6451
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6420 - acc: 0.6440
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6416 - acc: 0.6439
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6415 - acc: 0.6441
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6417 - acc: 0.6440
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6416 - acc: 0.6437
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6417 - acc: 0.6437
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6413 - acc: 0.6443
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6416 - acc: 0.6439
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6414 - acc: 0.6440
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6418 - acc: 0.6437
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6416 - acc: 0.6441
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6413 - acc: 0.6445
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6413 - acc: 0.6447
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6411 - acc: 0.6446
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6415 - acc: 0.6442
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6417 - acc: 0.6440
16900/38888 [============>.................] - ETA: 6s - loss: 0.6419 - acc: 0.6438
17100/38888 [============>.................] - ETA: 6s - loss: 0.6420 - acc: 0.6437
17400/38888 [============>.................] - ETA: 6s - loss: 0.6416 - acc: 0.6434
17600/38888 [============>.................] - ETA: 6s - loss: 0.6413 - acc: 0.6438
17800/38888 [============>.................] - ETA: 6s - loss: 0.6413 - acc: 0.6441
18000/38888 [============>.................] - ETA: 6s - loss: 0.6412 - acc: 0.6441
18200/38888 [=============>................] - ETA: 5s - loss: 0.6413 - acc: 0.6443
18400/38888 [=============>................] - ETA: 5s - loss: 0.6414 - acc: 0.6440
18600/38888 [=============>................] - ETA: 5s - loss: 0.6412 - acc: 0.6442
18800/38888 [=============>................] - ETA: 5s - loss: 0.6414 - acc: 0.6438
19000/38888 [=============>................] - ETA: 5s - loss: 0.6413 - acc: 0.6439
19300/38888 [=============>................] - ETA: 5s - loss: 0.6418 - acc: 0.6430
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6421 - acc: 0.6428
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6423 - acc: 0.6427
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6423 - acc: 0.6425
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6422 - acc: 0.6428
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6424 - acc: 0.6425
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6425 - acc: 0.6426
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6425 - acc: 0.6427
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6423 - acc: 0.6430
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6426 - acc: 0.6425
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6425 - acc: 0.6426
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6423 - acc: 0.6428
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6422 - acc: 0.6430
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6421 - acc: 0.6429
22200/38888 [================>.............] - ETA: 4s - loss: 0.6420 - acc: 0.6432
22400/38888 [================>.............] - ETA: 4s - loss: 0.6421 - acc: 0.6432
22600/38888 [================>.............] - ETA: 4s - loss: 0.6417 - acc: 0.6436
22800/38888 [================>.............] - ETA: 4s - loss: 0.6417 - acc: 0.6437
23000/38888 [================>.............] - ETA: 4s - loss: 0.6418 - acc: 0.6438
23200/38888 [================>.............] - ETA: 4s - loss: 0.6416 - acc: 0.6440
23400/38888 [=================>............] - ETA: 4s - loss: 0.6416 - acc: 0.6442
23700/38888 [=================>............] - ETA: 4s - loss: 0.6418 - acc: 0.6441
23900/38888 [=================>............] - ETA: 4s - loss: 0.6415 - acc: 0.6446
24100/38888 [=================>............] - ETA: 4s - loss: 0.6416 - acc: 0.6444
24300/38888 [=================>............] - ETA: 4s - loss: 0.6414 - acc: 0.6447
24600/38888 [=================>............] - ETA: 4s - loss: 0.6414 - acc: 0.6445
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6413 - acc: 0.6446
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6413 - acc: 0.6446
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6415 - acc: 0.6444
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6414 - acc: 0.6445
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6414 - acc: 0.6445
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6413 - acc: 0.6447
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6412 - acc: 0.6447
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6413 - acc: 0.6445
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6412 - acc: 0.6448
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6415 - acc: 0.6443
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6414 - acc: 0.6446
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6414 - acc: 0.6446
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6413 - acc: 0.6444
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6414 - acc: 0.6442
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6411 - acc: 0.6448
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6411 - acc: 0.6446
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6413 - acc: 0.6446
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6413 - acc: 0.6447
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6413 - acc: 0.6448
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6415 - acc: 0.6446
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6414 - acc: 0.6447
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6415 - acc: 0.6446
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6415 - acc: 0.6443
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6415 - acc: 0.6443
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6417 - acc: 0.6440
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6416 - acc: 0.6440
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6414 - acc: 0.6444
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6415 - acc: 0.6443
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6415 - acc: 0.6442
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6412 - acc: 0.6445
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6412 - acc: 0.6445
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6411 - acc: 0.6445
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6410 - acc: 0.6445
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6411 - acc: 0.6445
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6409 - acc: 0.6447
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6409 - acc: 0.6448
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6407 - acc: 0.6450
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6408 - acc: 0.6448
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6408 - acc: 0.6450
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6405 - acc: 0.6453
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6404 - acc: 0.6451
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6404 - acc: 0.6450
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6407 - acc: 0.6448
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6406 - acc: 0.6447
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6450
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6449
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6449
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6404 - acc: 0.6450
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6406 - acc: 0.6447
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6406 - acc: 0.6449
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6405 - acc: 0.6450
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6407 - acc: 0.6447
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6405 - acc: 0.6448
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6404 - acc: 0.6451
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6403 - acc: 0.6451
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6403 - acc: 0.6453
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6405 - acc: 0.6450
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6451
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6406 - acc: 0.6447
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6449
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6449
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6449
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6402 - acc: 0.6453
37700/38888 [============================>.] - ETA: 0s - loss: 0.6403 - acc: 0.6454
37900/38888 [============================>.] - ETA: 0s - loss: 0.6403 - acc: 0.6454
38100/38888 [============================>.] - ETA: 0s - loss: 0.6405 - acc: 0.6451
38300/38888 [============================>.] - ETA: 0s - loss: 0.6404 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6403 - acc: 0.6452
38700/38888 [============================>.] - ETA: 0s - loss: 0.6403 - acc: 0.6452
38888/38888 [==============================] - 12s 305us/step - loss: 0.6404 - acc: 0.6451 - val_loss: 0.6413 - val_acc: 0.6507
Epoch 15/20

  100/38888 [..............................] - ETA: 9s - loss: 0.5571 - acc: 0.7200
  400/38888 [..............................] - ETA: 9s - loss: 0.6015 - acc: 0.6650
  700/38888 [..............................] - ETA: 9s - loss: 0.6093 - acc: 0.6600
  900/38888 [..............................] - ETA: 9s - loss: 0.6101 - acc: 0.6589
 1100/38888 [..............................] - ETA: 9s - loss: 0.6135 - acc: 0.6591
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6200 - acc: 0.6557
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6190 - acc: 0.6569
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6157 - acc: 0.6616
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6225 - acc: 0.6532
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6266 - acc: 0.6504
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6279 - acc: 0.6493
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6296 - acc: 0.6483
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6301 - acc: 0.6503
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6297 - acc: 0.6532
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6312 - acc: 0.6508
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6352 - acc: 0.6472
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6343 - acc: 0.6486
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6345 - acc: 0.6491
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6353 - acc: 0.6478
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6357 - acc: 0.6490
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6351 - acc: 0.6506
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6352 - acc: 0.6506
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6354 - acc: 0.6509
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6360 - acc: 0.6500
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6339 - acc: 0.6522
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6337 - acc: 0.6524
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6331 - acc: 0.6533
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6340 - acc: 0.6515
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6338 - acc: 0.6522
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6351 - acc: 0.6513
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6351 - acc: 0.6515
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6354 - acc: 0.6520
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6352 - acc: 0.6517
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6350 - acc: 0.6516
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6351 - acc: 0.6507
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6351 - acc: 0.6505
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6354 - acc: 0.6500
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6353 - acc: 0.6501
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6340 - acc: 0.6518
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6342 - acc: 0.6520
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6341 - acc: 0.6523
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6342 - acc: 0.6519
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6342 - acc: 0.6526
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6347 - acc: 0.6519
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6350 - acc: 0.6516
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6353 - acc: 0.6513
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6354 - acc: 0.6510
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6353 - acc: 0.6510
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6354 - acc: 0.6512
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6352 - acc: 0.6512
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6360 - acc: 0.6499
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6360 - acc: 0.6495
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6367 - acc: 0.6489
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6371 - acc: 0.6483
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6369 - acc: 0.6484
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6371 - acc: 0.6479
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6373 - acc: 0.6483
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6369 - acc: 0.6488
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6371 - acc: 0.6485
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6372 - acc: 0.6482
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6370 - acc: 0.6486
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6371 - acc: 0.6482
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6368 - acc: 0.6488
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6365 - acc: 0.6488
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6363 - acc: 0.6491
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6369 - acc: 0.6481
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6370 - acc: 0.6489
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6373 - acc: 0.6485
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6369 - acc: 0.6489
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6369 - acc: 0.6488
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6370 - acc: 0.6489
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6371 - acc: 0.6487
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6370 - acc: 0.6489
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6369 - acc: 0.6489
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6375 - acc: 0.6486
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6377 - acc: 0.6484
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6383 - acc: 0.6476
17000/38888 [============>.................] - ETA: 6s - loss: 0.6385 - acc: 0.6476
17200/38888 [============>.................] - ETA: 6s - loss: 0.6384 - acc: 0.6480
17400/38888 [============>.................] - ETA: 6s - loss: 0.6384 - acc: 0.6481
17600/38888 [============>.................] - ETA: 6s - loss: 0.6386 - acc: 0.6478
17800/38888 [============>.................] - ETA: 6s - loss: 0.6387 - acc: 0.6477
18000/38888 [============>.................] - ETA: 6s - loss: 0.6388 - acc: 0.6476
18200/38888 [=============>................] - ETA: 6s - loss: 0.6384 - acc: 0.6485
18400/38888 [=============>................] - ETA: 5s - loss: 0.6381 - acc: 0.6492
18600/38888 [=============>................] - ETA: 5s - loss: 0.6377 - acc: 0.6496
18800/38888 [=============>................] - ETA: 5s - loss: 0.6379 - acc: 0.6491
19000/38888 [=============>................] - ETA: 5s - loss: 0.6379 - acc: 0.6489
19200/38888 [=============>................] - ETA: 5s - loss: 0.6376 - acc: 0.6494
19400/38888 [=============>................] - ETA: 5s - loss: 0.6375 - acc: 0.6495
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6376 - acc: 0.6494
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6377 - acc: 0.6492
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6373 - acc: 0.6498
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6379 - acc: 0.6490
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6380 - acc: 0.6488
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6379 - acc: 0.6490
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6379 - acc: 0.6491
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6381 - acc: 0.6488
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6381 - acc: 0.6487
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6384 - acc: 0.6485
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6385 - acc: 0.6481
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6386 - acc: 0.6479
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6386 - acc: 0.6479
22200/38888 [================>.............] - ETA: 4s - loss: 0.6387 - acc: 0.6477
22400/38888 [================>.............] - ETA: 4s - loss: 0.6385 - acc: 0.6479
22600/38888 [================>.............] - ETA: 4s - loss: 0.6386 - acc: 0.6475
22800/38888 [================>.............] - ETA: 4s - loss: 0.6384 - acc: 0.6479
23000/38888 [================>.............] - ETA: 4s - loss: 0.6383 - acc: 0.6480
23200/38888 [================>.............] - ETA: 4s - loss: 0.6383 - acc: 0.6479
23400/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6478
23600/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6479
23800/38888 [=================>............] - ETA: 4s - loss: 0.6386 - acc: 0.6474
24000/38888 [=================>............] - ETA: 4s - loss: 0.6385 - acc: 0.6474
24200/38888 [=================>............] - ETA: 4s - loss: 0.6387 - acc: 0.6470
24400/38888 [=================>............] - ETA: 4s - loss: 0.6384 - acc: 0.6474
24600/38888 [=================>............] - ETA: 4s - loss: 0.6385 - acc: 0.6471
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6387 - acc: 0.6469
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6386 - acc: 0.6471
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6390 - acc: 0.6465
25400/38888 [==================>...........] - ETA: 4s - loss: 0.6390 - acc: 0.6465
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6390 - acc: 0.6465
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6392 - acc: 0.6462
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6463
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6467
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6467
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6466
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6393 - acc: 0.6463
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6394 - acc: 0.6462
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6395 - acc: 0.6459
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6395 - acc: 0.6461
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6393 - acc: 0.6464
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6391 - acc: 0.6465
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6390 - acc: 0.6466
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6390 - acc: 0.6465
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6394 - acc: 0.6460
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6394 - acc: 0.6460
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6393 - acc: 0.6462
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6393 - acc: 0.6460
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6394 - acc: 0.6458
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6394 - acc: 0.6459
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6395 - acc: 0.6459
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6397 - acc: 0.6457
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6398 - acc: 0.6459
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6396 - acc: 0.6461
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6400 - acc: 0.6455
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6400 - acc: 0.6453
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6403 - acc: 0.6450
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6402 - acc: 0.6453
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6402 - acc: 0.6453
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6403 - acc: 0.6450
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6402 - acc: 0.6451
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6404 - acc: 0.6446
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6404 - acc: 0.6447
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6403 - acc: 0.6449
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6405 - acc: 0.6446
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6406 - acc: 0.6441
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6406 - acc: 0.6441
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6406 - acc: 0.6441
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6405 - acc: 0.6442
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6405 - acc: 0.6442
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6406 - acc: 0.6439
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6405 - acc: 0.6439
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6408 - acc: 0.6437
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6408 - acc: 0.6436
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6410 - acc: 0.6436
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6410 - acc: 0.6437
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6411 - acc: 0.6436
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6411 - acc: 0.6435
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6410 - acc: 0.6437
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6412 - acc: 0.6435
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6411 - acc: 0.6437
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6410 - acc: 0.6437
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6408 - acc: 0.6440
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6406 - acc: 0.6442
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6445
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6404 - acc: 0.6448
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6403 - acc: 0.6449
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6404 - acc: 0.6448
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6405 - acc: 0.6446
37600/38888 [============================>.] - ETA: 0s - loss: 0.6406 - acc: 0.6445
37800/38888 [============================>.] - ETA: 0s - loss: 0.6408 - acc: 0.6444
38000/38888 [============================>.] - ETA: 0s - loss: 0.6407 - acc: 0.6446
38200/38888 [============================>.] - ETA: 0s - loss: 0.6406 - acc: 0.6447
38400/38888 [============================>.] - ETA: 0s - loss: 0.6406 - acc: 0.6448
38600/38888 [============================>.] - ETA: 0s - loss: 0.6404 - acc: 0.6450
38800/38888 [============================>.] - ETA: 0s - loss: 0.6404 - acc: 0.6450
38888/38888 [==============================] - 12s 308us/step - loss: 0.6402 - acc: 0.6451 - val_loss: 0.6418 - val_acc: 0.6507
Epoch 16/20

  100/38888 [..............................] - ETA: 8s - loss: 0.6818 - acc: 0.5700
  300/38888 [..............................] - ETA: 9s - loss: 0.6663 - acc: 0.6100
  600/38888 [..............................] - ETA: 9s - loss: 0.6435 - acc: 0.6400
  900/38888 [..............................] - ETA: 9s - loss: 0.6448 - acc: 0.6389
 1200/38888 [..............................] - ETA: 9s - loss: 0.6490 - acc: 0.6375
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6526 - acc: 0.6357
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6488 - acc: 0.6412
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6471 - acc: 0.6437
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6445 - acc: 0.6441
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6458 - acc: 0.6429
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6462 - acc: 0.6427
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6464 - acc: 0.6428
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6477 - acc: 0.6400
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6457 - acc: 0.6415
 3700/38888 [=>............................] - ETA: 8s - loss: 0.6471 - acc: 0.6389
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6484 - acc: 0.6350
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6484 - acc: 0.6360
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6464 - acc: 0.6387
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6465 - acc: 0.6381
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6452 - acc: 0.6402
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6440 - acc: 0.6416
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6427 - acc: 0.6434
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6422 - acc: 0.6438
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6410 - acc: 0.6453
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6423 - acc: 0.6439
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6426 - acc: 0.6428
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6427 - acc: 0.6429
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6419 - acc: 0.6432
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6427 - acc: 0.6426
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6418 - acc: 0.6433
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6412 - acc: 0.6439
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6418 - acc: 0.6432
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6424 - acc: 0.6425
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6425 - acc: 0.6423
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6417 - acc: 0.6436
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6410 - acc: 0.6443
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6412 - acc: 0.6433
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6411 - acc: 0.6435
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6402 - acc: 0.6444
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6410 - acc: 0.6434
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6406 - acc: 0.6437
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6409 - acc: 0.6433
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6406 - acc: 0.6439
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6404 - acc: 0.6439
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6401 - acc: 0.6442
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6405 - acc: 0.6431
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6415 - acc: 0.6411
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6413 - acc: 0.6416
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6415 - acc: 0.6417
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6409 - acc: 0.6427
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6405 - acc: 0.6430
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6408 - acc: 0.6427
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6414 - acc: 0.6420
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6411 - acc: 0.6425
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6412 - acc: 0.6425
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6410 - acc: 0.6427
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6413 - acc: 0.6422
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6407 - acc: 0.6431
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6409 - acc: 0.6427
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6424
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6404 - acc: 0.6428
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6407 - acc: 0.6423
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6408 - acc: 0.6420
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6408 - acc: 0.6421
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6410 - acc: 0.6417
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6414 - acc: 0.6412
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6414 - acc: 0.6411
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6413 - acc: 0.6416
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6413 - acc: 0.6420
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6409 - acc: 0.6428
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6406 - acc: 0.6431
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6405 - acc: 0.6428
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6432
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6403 - acc: 0.6428
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6433
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6406 - acc: 0.6432
16900/38888 [============>.................] - ETA: 6s - loss: 0.6404 - acc: 0.6431
17100/38888 [============>.................] - ETA: 6s - loss: 0.6410 - acc: 0.6425
17300/38888 [============>.................] - ETA: 6s - loss: 0.6406 - acc: 0.6428
17500/38888 [============>.................] - ETA: 6s - loss: 0.6408 - acc: 0.6426
17700/38888 [============>.................] - ETA: 5s - loss: 0.6406 - acc: 0.6427
17900/38888 [============>.................] - ETA: 5s - loss: 0.6405 - acc: 0.6428
18100/38888 [============>.................] - ETA: 5s - loss: 0.6405 - acc: 0.6431
18300/38888 [=============>................] - ETA: 5s - loss: 0.6404 - acc: 0.6428
18500/38888 [=============>................] - ETA: 5s - loss: 0.6405 - acc: 0.6424
18700/38888 [=============>................] - ETA: 5s - loss: 0.6408 - acc: 0.6421
18900/38888 [=============>................] - ETA: 5s - loss: 0.6408 - acc: 0.6420
19100/38888 [=============>................] - ETA: 5s - loss: 0.6404 - acc: 0.6428
19300/38888 [=============>................] - ETA: 5s - loss: 0.6403 - acc: 0.6431
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6399 - acc: 0.6436
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6395 - acc: 0.6440
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6394 - acc: 0.6440
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6391 - acc: 0.6445
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6391 - acc: 0.6443
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6392 - acc: 0.6444
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6389 - acc: 0.6449
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6390 - acc: 0.6448
21300/38888 [===============>..............] - ETA: 4s - loss: 0.6386 - acc: 0.6454
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6383 - acc: 0.6458
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6385 - acc: 0.6456
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6384 - acc: 0.6458
22200/38888 [================>.............] - ETA: 4s - loss: 0.6387 - acc: 0.6453
22400/38888 [================>.............] - ETA: 4s - loss: 0.6385 - acc: 0.6458
22600/38888 [================>.............] - ETA: 4s - loss: 0.6383 - acc: 0.6460
22800/38888 [================>.............] - ETA: 4s - loss: 0.6383 - acc: 0.6460
23000/38888 [================>.............] - ETA: 4s - loss: 0.6384 - acc: 0.6460
23200/38888 [================>.............] - ETA: 4s - loss: 0.6382 - acc: 0.6463
23400/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6462
23600/38888 [=================>............] - ETA: 4s - loss: 0.6384 - acc: 0.6461
23800/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6466
24000/38888 [=================>............] - ETA: 4s - loss: 0.6389 - acc: 0.6460
24200/38888 [=================>............] - ETA: 4s - loss: 0.6388 - acc: 0.6462
24400/38888 [=================>............] - ETA: 4s - loss: 0.6384 - acc: 0.6470
24600/38888 [=================>............] - ETA: 4s - loss: 0.6385 - acc: 0.6467
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6385 - acc: 0.6469
25000/38888 [==================>...........] - ETA: 3s - loss: 0.6388 - acc: 0.6465
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6394 - acc: 0.6458
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6394 - acc: 0.6457
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6396 - acc: 0.6455
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6395 - acc: 0.6459
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6462
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6460
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6393 - acc: 0.6459
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6395 - acc: 0.6456
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6394 - acc: 0.6460
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6461
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6461
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6392 - acc: 0.6462
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6393 - acc: 0.6460
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6393 - acc: 0.6459
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6394 - acc: 0.6459
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6393 - acc: 0.6460
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6394 - acc: 0.6458
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6391 - acc: 0.6461
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6391 - acc: 0.6461
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6388 - acc: 0.6464
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6385 - acc: 0.6470
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6385 - acc: 0.6467
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6384 - acc: 0.6470
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6383 - acc: 0.6470
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6385 - acc: 0.6466
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6385 - acc: 0.6466
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6384 - acc: 0.6470
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6383 - acc: 0.6470
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6382 - acc: 0.6471
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6382 - acc: 0.6471
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6381 - acc: 0.6471
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6381 - acc: 0.6471
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6381 - acc: 0.6471
31900/38888 [=======================>......] - ETA: 1s - loss: 0.6380 - acc: 0.6471
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6381 - acc: 0.6469
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6381 - acc: 0.6470
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6384 - acc: 0.6467
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6384 - acc: 0.6465
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6385 - acc: 0.6463
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6385 - acc: 0.6464
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6385 - acc: 0.6461
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6384 - acc: 0.6462
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6385 - acc: 0.6462
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6383 - acc: 0.6464
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6381 - acc: 0.6465
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6382 - acc: 0.6461
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6382 - acc: 0.6461
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6382 - acc: 0.6461
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6380 - acc: 0.6464
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6380 - acc: 0.6464
35400/38888 [==========================>...] - ETA: 0s - loss: 0.6381 - acc: 0.6461
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6380 - acc: 0.6461
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6380 - acc: 0.6460
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6381 - acc: 0.6458
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6383 - acc: 0.6456
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6382 - acc: 0.6457
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6382 - acc: 0.6455
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6382 - acc: 0.6456
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6382 - acc: 0.6456
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6381 - acc: 0.6458
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6380 - acc: 0.6459
37600/38888 [============================>.] - ETA: 0s - loss: 0.6382 - acc: 0.6456
37800/38888 [============================>.] - ETA: 0s - loss: 0.6381 - acc: 0.6457
38000/38888 [============================>.] - ETA: 0s - loss: 0.6383 - acc: 0.6453
38200/38888 [============================>.] - ETA: 0s - loss: 0.6383 - acc: 0.6454
38400/38888 [============================>.] - ETA: 0s - loss: 0.6383 - acc: 0.6454
38600/38888 [============================>.] - ETA: 0s - loss: 0.6383 - acc: 0.6455
38800/38888 [============================>.] - ETA: 0s - loss: 0.6384 - acc: 0.6454
38888/38888 [==============================] - 12s 299us/step - loss: 0.6384 - acc: 0.6453 - val_loss: 0.6422 - val_acc: 0.6507
Epoch 17/20

  100/38888 [..............................] - ETA: 12s - loss: 0.6742 - acc: 0.6000
  300/38888 [..............................] - ETA: 11s - loss: 0.6707 - acc: 0.6067
  500/38888 [..............................] - ETA: 11s - loss: 0.6568 - acc: 0.6220
  700/38888 [..............................] - ETA: 11s - loss: 0.6544 - acc: 0.6300
 1000/38888 [..............................] - ETA: 10s - loss: 0.6394 - acc: 0.6470
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6369 - acc: 0.6515 
 1500/38888 [>.............................] - ETA: 10s - loss: 0.6375 - acc: 0.6507
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6367 - acc: 0.6494 
 1900/38888 [>.............................] - ETA: 10s - loss: 0.6375 - acc: 0.6479
 2100/38888 [>.............................] - ETA: 10s - loss: 0.6332 - acc: 0.6552
 2300/38888 [>.............................] - ETA: 10s - loss: 0.6336 - acc: 0.6552
 2500/38888 [>.............................] - ETA: 10s - loss: 0.6315 - acc: 0.6552
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6323 - acc: 0.6537 
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6297 - acc: 0.6562
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6262 - acc: 0.6603
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6254 - acc: 0.6606
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6247 - acc: 0.6606
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6254 - acc: 0.6600
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6289 - acc: 0.6580
 4300/38888 [==>...........................] - ETA: 9s - loss: 0.6301 - acc: 0.6572
 4500/38888 [==>...........................] - ETA: 9s - loss: 0.6307 - acc: 0.6551
 4700/38888 [==>...........................] - ETA: 9s - loss: 0.6306 - acc: 0.6543
 4900/38888 [==>...........................] - ETA: 9s - loss: 0.6307 - acc: 0.6535
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6315 - acc: 0.6520
 5300/38888 [===>..........................] - ETA: 9s - loss: 0.6313 - acc: 0.6519
 5500/38888 [===>..........................] - ETA: 9s - loss: 0.6305 - acc: 0.6531
 5700/38888 [===>..........................] - ETA: 9s - loss: 0.6317 - acc: 0.6514
 5900/38888 [===>..........................] - ETA: 9s - loss: 0.6320 - acc: 0.6520
 6100/38888 [===>..........................] - ETA: 9s - loss: 0.6304 - acc: 0.6544
 6300/38888 [===>..........................] - ETA: 9s - loss: 0.6312 - acc: 0.6540
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6306 - acc: 0.6546
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6315 - acc: 0.6531
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6324 - acc: 0.6529
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6330 - acc: 0.6515
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6328 - acc: 0.6518
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6325 - acc: 0.6524
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6330 - acc: 0.6509
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6327 - acc: 0.6515
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6321 - acc: 0.6521
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6311 - acc: 0.6536
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6311 - acc: 0.6538
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6317 - acc: 0.6534
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6323 - acc: 0.6521
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6316 - acc: 0.6529
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6324 - acc: 0.6525
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6327 - acc: 0.6523
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6327 - acc: 0.6524
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6332 - acc: 0.6511
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6331 - acc: 0.6516
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6333 - acc: 0.6519
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6330 - acc: 0.6523
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6326 - acc: 0.6528
10900/38888 [=======>......................] - ETA: 8s - loss: 0.6325 - acc: 0.6528
11100/38888 [=======>......................] - ETA: 8s - loss: 0.6324 - acc: 0.6526
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6320 - acc: 0.6531
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6324 - acc: 0.6525
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6328 - acc: 0.6521
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6329 - acc: 0.6517
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6330 - acc: 0.6523
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6324 - acc: 0.6530
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6326 - acc: 0.6529
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6328 - acc: 0.6525
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6330 - acc: 0.6526
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6331 - acc: 0.6528
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6336 - acc: 0.6522
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6336 - acc: 0.6522
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6332 - acc: 0.6526
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6334 - acc: 0.6522
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6329 - acc: 0.6526
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6329 - acc: 0.6525
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6330 - acc: 0.6523
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6330 - acc: 0.6530
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6332 - acc: 0.6529
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6334 - acc: 0.6526
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6335 - acc: 0.6526
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6341 - acc: 0.6521
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6346 - acc: 0.6513
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6345 - acc: 0.6514
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6348 - acc: 0.6512
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6348 - acc: 0.6510
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6349 - acc: 0.6507
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6353 - acc: 0.6500
17000/38888 [============>.................] - ETA: 6s - loss: 0.6350 - acc: 0.6504
17200/38888 [============>.................] - ETA: 6s - loss: 0.6349 - acc: 0.6505
17400/38888 [============>.................] - ETA: 6s - loss: 0.6352 - acc: 0.6501
17600/38888 [============>.................] - ETA: 6s - loss: 0.6354 - acc: 0.6498
17800/38888 [============>.................] - ETA: 6s - loss: 0.6359 - acc: 0.6492
18000/38888 [============>.................] - ETA: 6s - loss: 0.6362 - acc: 0.6486
18200/38888 [=============>................] - ETA: 6s - loss: 0.6360 - acc: 0.6490
18400/38888 [=============>................] - ETA: 5s - loss: 0.6364 - acc: 0.6486
18600/38888 [=============>................] - ETA: 5s - loss: 0.6365 - acc: 0.6486
18800/38888 [=============>................] - ETA: 5s - loss: 0.6363 - acc: 0.6487
19000/38888 [=============>................] - ETA: 5s - loss: 0.6363 - acc: 0.6489
19200/38888 [=============>................] - ETA: 5s - loss: 0.6360 - acc: 0.6492
19400/38888 [=============>................] - ETA: 5s - loss: 0.6363 - acc: 0.6489
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6366 - acc: 0.6488
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6367 - acc: 0.6485
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6368 - acc: 0.6483
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6368 - acc: 0.6483
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6366 - acc: 0.6486
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6366 - acc: 0.6485
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6367 - acc: 0.6483
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6367 - acc: 0.6483
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6367 - acc: 0.6482
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6368 - acc: 0.6480
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6369 - acc: 0.6478
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6366 - acc: 0.6481
22100/38888 [================>.............] - ETA: 4s - loss: 0.6372 - acc: 0.6474
22300/38888 [================>.............] - ETA: 4s - loss: 0.6375 - acc: 0.6468
22500/38888 [================>.............] - ETA: 4s - loss: 0.6375 - acc: 0.6466
22700/38888 [================>.............] - ETA: 4s - loss: 0.6374 - acc: 0.6467
22900/38888 [================>.............] - ETA: 4s - loss: 0.6377 - acc: 0.6462
23100/38888 [================>.............] - ETA: 4s - loss: 0.6376 - acc: 0.6462
23300/38888 [================>.............] - ETA: 4s - loss: 0.6377 - acc: 0.6460
23500/38888 [=================>............] - ETA: 4s - loss: 0.6375 - acc: 0.6461
23700/38888 [=================>............] - ETA: 4s - loss: 0.6374 - acc: 0.6462
23900/38888 [=================>............] - ETA: 4s - loss: 0.6378 - acc: 0.6456
24100/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6448
24300/38888 [=================>............] - ETA: 4s - loss: 0.6383 - acc: 0.6447
24500/38888 [=================>............] - ETA: 4s - loss: 0.6381 - acc: 0.6446
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6378 - acc: 0.6451
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6378 - acc: 0.6450
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6383 - acc: 0.6444
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6384 - acc: 0.6444
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6382 - acc: 0.6446
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6382 - acc: 0.6446
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6383 - acc: 0.6445
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6383 - acc: 0.6446
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6380 - acc: 0.6450
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6382 - acc: 0.6447
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6384 - acc: 0.6442
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6382 - acc: 0.6446
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6380 - acc: 0.6453
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6381 - acc: 0.6450
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6379 - acc: 0.6453
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6376 - acc: 0.6457
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6375 - acc: 0.6458
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6378 - acc: 0.6456
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6377 - acc: 0.6456
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6379 - acc: 0.6453
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6377 - acc: 0.6455
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6378 - acc: 0.6454
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6380 - acc: 0.6452
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6378 - acc: 0.6456
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6376 - acc: 0.6457
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6375 - acc: 0.6458
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6375 - acc: 0.6458
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6374 - acc: 0.6458
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6376 - acc: 0.6458
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6378 - acc: 0.6455
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6375 - acc: 0.6459
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6375 - acc: 0.6460
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6374 - acc: 0.6462
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6376 - acc: 0.6462
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6375 - acc: 0.6463
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6377 - acc: 0.6461
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6376 - acc: 0.6464
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6376 - acc: 0.6464
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6377 - acc: 0.6462
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6379 - acc: 0.6459
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6380 - acc: 0.6456
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6382 - acc: 0.6454
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6381 - acc: 0.6453
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6382 - acc: 0.6452
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6381 - acc: 0.6452
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6384 - acc: 0.6449
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6385 - acc: 0.6448
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6385 - acc: 0.6447
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6385 - acc: 0.6447
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6384 - acc: 0.6448
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6382 - acc: 0.6449
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6382 - acc: 0.6450
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6383 - acc: 0.6447
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6383 - acc: 0.6447
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6383 - acc: 0.6449
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6383 - acc: 0.6448
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6385 - acc: 0.6447
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6384 - acc: 0.6448
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6384 - acc: 0.6446
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6384 - acc: 0.6447
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6382 - acc: 0.6449
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6381 - acc: 0.6451
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6381 - acc: 0.6452
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6381 - acc: 0.6450
37700/38888 [============================>.] - ETA: 0s - loss: 0.6381 - acc: 0.6451
37900/38888 [============================>.] - ETA: 0s - loss: 0.6378 - acc: 0.6454
38100/38888 [============================>.] - ETA: 0s - loss: 0.6378 - acc: 0.6454
38300/38888 [============================>.] - ETA: 0s - loss: 0.6381 - acc: 0.6450
38500/38888 [============================>.] - ETA: 0s - loss: 0.6381 - acc: 0.6450
38700/38888 [============================>.] - ETA: 0s - loss: 0.6383 - acc: 0.6447
38888/38888 [==============================] - 12s 304us/step - loss: 0.6382 - acc: 0.6449 - val_loss: 0.6407 - val_acc: 0.6507
Epoch 18/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6066 - acc: 0.6900
  300/38888 [..............................] - ETA: 9s - loss: 0.6375 - acc: 0.6667
  600/38888 [..............................] - ETA: 9s - loss: 0.6414 - acc: 0.6483
  900/38888 [..............................] - ETA: 8s - loss: 0.6397 - acc: 0.6489
 1200/38888 [..............................] - ETA: 8s - loss: 0.6380 - acc: 0.6467
 1500/38888 [>.............................] - ETA: 8s - loss: 0.6374 - acc: 0.6473
 1800/38888 [>.............................] - ETA: 8s - loss: 0.6406 - acc: 0.6428
 2000/38888 [>.............................] - ETA: 8s - loss: 0.6382 - acc: 0.6460
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6371 - acc: 0.6468
 2400/38888 [>.............................] - ETA: 8s - loss: 0.6360 - acc: 0.6504
 2700/38888 [=>............................] - ETA: 8s - loss: 0.6353 - acc: 0.6507
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6372 - acc: 0.6472
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6359 - acc: 0.6461
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6358 - acc: 0.6456
 3600/38888 [=>............................] - ETA: 8s - loss: 0.6333 - acc: 0.6494
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6353 - acc: 0.6464
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6371 - acc: 0.6462
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6378 - acc: 0.6461
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6385 - acc: 0.6462
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6378 - acc: 0.6465
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6376 - acc: 0.6471
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6385 - acc: 0.6453
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6380 - acc: 0.6453
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6372 - acc: 0.6456
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6357 - acc: 0.6467
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6366 - acc: 0.6450
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6374 - acc: 0.6450
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6379 - acc: 0.6441
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6375 - acc: 0.6450
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6381 - acc: 0.6434
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6385 - acc: 0.6432
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6383 - acc: 0.6419
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6382 - acc: 0.6418
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6374 - acc: 0.6427
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6373 - acc: 0.6429
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6373 - acc: 0.6424
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6372 - acc: 0.6433
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6372 - acc: 0.6423
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6376 - acc: 0.6422
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6377 - acc: 0.6419
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6376 - acc: 0.6418
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6372 - acc: 0.6423
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6374 - acc: 0.6418
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6370 - acc: 0.6425
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6374 - acc: 0.6423
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6379 - acc: 0.6419
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6383 - acc: 0.6417
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6382 - acc: 0.6419
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6378 - acc: 0.6422
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6376 - acc: 0.6425
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6374 - acc: 0.6426
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6370 - acc: 0.6431
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6369 - acc: 0.6430
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6365 - acc: 0.6435
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6365 - acc: 0.6436
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6363 - acc: 0.6434
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6372 - acc: 0.6426
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6369 - acc: 0.6435
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6363 - acc: 0.6441
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6363 - acc: 0.6447
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6362 - acc: 0.6450
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6362 - acc: 0.6452
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6362 - acc: 0.6452
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6365 - acc: 0.6450
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6359 - acc: 0.6458
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6355 - acc: 0.6467
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6355 - acc: 0.6464
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6361 - acc: 0.6450
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6364 - acc: 0.6450
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6363 - acc: 0.6448
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6360 - acc: 0.6452
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6360 - acc: 0.6457
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6364 - acc: 0.6457
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6367 - acc: 0.6453
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6368 - acc: 0.6452
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6371 - acc: 0.6445
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6371 - acc: 0.6445
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6364 - acc: 0.6454
17000/38888 [============>.................] - ETA: 6s - loss: 0.6364 - acc: 0.6454
17200/38888 [============>.................] - ETA: 6s - loss: 0.6366 - acc: 0.6451
17400/38888 [============>.................] - ETA: 6s - loss: 0.6364 - acc: 0.6455
17700/38888 [============>.................] - ETA: 6s - loss: 0.6358 - acc: 0.6461
17900/38888 [============>.................] - ETA: 6s - loss: 0.6362 - acc: 0.6455
18100/38888 [============>.................] - ETA: 5s - loss: 0.6364 - acc: 0.6450
18300/38888 [=============>................] - ETA: 5s - loss: 0.6362 - acc: 0.6452
18500/38888 [=============>................] - ETA: 5s - loss: 0.6360 - acc: 0.6456
18700/38888 [=============>................] - ETA: 5s - loss: 0.6361 - acc: 0.6457
18900/38888 [=============>................] - ETA: 5s - loss: 0.6360 - acc: 0.6459
19100/38888 [=============>................] - ETA: 5s - loss: 0.6364 - acc: 0.6455
19300/38888 [=============>................] - ETA: 5s - loss: 0.6365 - acc: 0.6450
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6368 - acc: 0.6451
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6369 - acc: 0.6445
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6369 - acc: 0.6446
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6368 - acc: 0.6447
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6368 - acc: 0.6449
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6364 - acc: 0.6454
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6362 - acc: 0.6457
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6360 - acc: 0.6460
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6363 - acc: 0.6457
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6362 - acc: 0.6458
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6362 - acc: 0.6460
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6361 - acc: 0.6460
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6358 - acc: 0.6462
22100/38888 [================>.............] - ETA: 4s - loss: 0.6356 - acc: 0.6465
22300/38888 [================>.............] - ETA: 4s - loss: 0.6356 - acc: 0.6465
22500/38888 [================>.............] - ETA: 4s - loss: 0.6353 - acc: 0.6466
22700/38888 [================>.............] - ETA: 4s - loss: 0.6354 - acc: 0.6463
22900/38888 [================>.............] - ETA: 4s - loss: 0.6353 - acc: 0.6466
23100/38888 [================>.............] - ETA: 4s - loss: 0.6352 - acc: 0.6469
23300/38888 [================>.............] - ETA: 4s - loss: 0.6356 - acc: 0.6465
23500/38888 [=================>............] - ETA: 4s - loss: 0.6353 - acc: 0.6469
23700/38888 [=================>............] - ETA: 4s - loss: 0.6355 - acc: 0.6469
23900/38888 [=================>............] - ETA: 4s - loss: 0.6355 - acc: 0.6469
24100/38888 [=================>............] - ETA: 4s - loss: 0.6353 - acc: 0.6472
24300/38888 [=================>............] - ETA: 4s - loss: 0.6354 - acc: 0.6470
24500/38888 [=================>............] - ETA: 4s - loss: 0.6358 - acc: 0.6465
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6357 - acc: 0.6464
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6356 - acc: 0.6468
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6358 - acc: 0.6464
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6357 - acc: 0.6466
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6356 - acc: 0.6469
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6354 - acc: 0.6474
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6352 - acc: 0.6477
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6350 - acc: 0.6479
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6351 - acc: 0.6479
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6351 - acc: 0.6480
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6353 - acc: 0.6478
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6355 - acc: 0.6477
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6355 - acc: 0.6475
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6357 - acc: 0.6473
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6358 - acc: 0.6472
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6358 - acc: 0.6472
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6359 - acc: 0.6468
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6360 - acc: 0.6465
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6362 - acc: 0.6461
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6361 - acc: 0.6464
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6359 - acc: 0.6465
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6360 - acc: 0.6466
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6359 - acc: 0.6468
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6359 - acc: 0.6467
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6359 - acc: 0.6466
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6363 - acc: 0.6462
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6361 - acc: 0.6463
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6363 - acc: 0.6462
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6360 - acc: 0.6466
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6357 - acc: 0.6468
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6357 - acc: 0.6470
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6358 - acc: 0.6468
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6361 - acc: 0.6463
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6361 - acc: 0.6463
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6363 - acc: 0.6460
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6363 - acc: 0.6459
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6364 - acc: 0.6458
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6365 - acc: 0.6457
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6368 - acc: 0.6453
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6369 - acc: 0.6451
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6367 - acc: 0.6452
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6366 - acc: 0.6453
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6365 - acc: 0.6456
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6366 - acc: 0.6454
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6365 - acc: 0.6454
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6368 - acc: 0.6454
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6367 - acc: 0.6455
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6367 - acc: 0.6458
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6367 - acc: 0.6458
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6367 - acc: 0.6459
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6367 - acc: 0.6458
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6367 - acc: 0.6458
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6367 - acc: 0.6458
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6366 - acc: 0.6460
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6367 - acc: 0.6458
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6369 - acc: 0.6455
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6370 - acc: 0.6453
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6370 - acc: 0.6454
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6370 - acc: 0.6453
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6369 - acc: 0.6454
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6368 - acc: 0.6457
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6367 - acc: 0.6457
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6366 - acc: 0.6458
37700/38888 [============================>.] - ETA: 0s - loss: 0.6368 - acc: 0.6456
37900/38888 [============================>.] - ETA: 0s - loss: 0.6366 - acc: 0.6457
38100/38888 [============================>.] - ETA: 0s - loss: 0.6366 - acc: 0.6460
38300/38888 [============================>.] - ETA: 0s - loss: 0.6368 - acc: 0.6457
38500/38888 [============================>.] - ETA: 0s - loss: 0.6368 - acc: 0.6455
38700/38888 [============================>.] - ETA: 0s - loss: 0.6370 - acc: 0.6454
38888/38888 [==============================] - 12s 310us/step - loss: 0.6372 - acc: 0.6452 - val_loss: 0.6413 - val_acc: 0.6507
Epoch 19/20

  100/38888 [..............................] - ETA: 8s - loss: 0.6928 - acc: 0.5700
  400/38888 [..............................] - ETA: 8s - loss: 0.6373 - acc: 0.6350
  700/38888 [..............................] - ETA: 8s - loss: 0.6268 - acc: 0.6529
 1000/38888 [..............................] - ETA: 8s - loss: 0.6311 - acc: 0.6480
 1300/38888 [>.............................] - ETA: 8s - loss: 0.6368 - acc: 0.6354
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6377 - acc: 0.6400
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6376 - acc: 0.6371
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6348 - acc: 0.6421
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6321 - acc: 0.6481
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6321 - acc: 0.6470
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6309 - acc: 0.6484
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6360 - acc: 0.6433
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6421
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6383 - acc: 0.6423
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6359 - acc: 0.6464
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6369 - acc: 0.6454
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6353 - acc: 0.6465
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6371 - acc: 0.6438
 4100/38888 [==>...........................] - ETA: 9s - loss: 0.6373 - acc: 0.6439
 4400/38888 [==>...........................] - ETA: 9s - loss: 0.6366 - acc: 0.6450
 4600/38888 [==>...........................] - ETA: 9s - loss: 0.6362 - acc: 0.6452
 4800/38888 [==>...........................] - ETA: 9s - loss: 0.6355 - acc: 0.6462
 5000/38888 [==>...........................] - ETA: 9s - loss: 0.6346 - acc: 0.6470
 5200/38888 [===>..........................] - ETA: 9s - loss: 0.6346 - acc: 0.6477
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6338 - acc: 0.6483
 5600/38888 [===>..........................] - ETA: 9s - loss: 0.6337 - acc: 0.6491
 5800/38888 [===>..........................] - ETA: 9s - loss: 0.6342 - acc: 0.6484
 6000/38888 [===>..........................] - ETA: 9s - loss: 0.6349 - acc: 0.6483
 6200/38888 [===>..........................] - ETA: 9s - loss: 0.6339 - acc: 0.6505
 6400/38888 [===>..........................] - ETA: 9s - loss: 0.6346 - acc: 0.6487
 6600/38888 [====>.........................] - ETA: 9s - loss: 0.6361 - acc: 0.6480
 6800/38888 [====>.........................] - ETA: 9s - loss: 0.6368 - acc: 0.6463
 7000/38888 [====>.........................] - ETA: 9s - loss: 0.6366 - acc: 0.6470
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6364 - acc: 0.6462
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6369 - acc: 0.6457
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6372 - acc: 0.6450
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6380 - acc: 0.6441
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6377 - acc: 0.6447
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6378 - acc: 0.6438
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6379 - acc: 0.6438
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6375 - acc: 0.6443
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6378 - acc: 0.6437
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6378 - acc: 0.6436
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6378 - acc: 0.6441
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6381 - acc: 0.6439
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6388 - acc: 0.6429
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6387 - acc: 0.6432
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6385 - acc: 0.6439
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6387 - acc: 0.6435
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6388 - acc: 0.6431
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6386 - acc: 0.6436
10900/38888 [=======>......................] - ETA: 8s - loss: 0.6394 - acc: 0.6426
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6393 - acc: 0.6427
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6394 - acc: 0.6424
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6392 - acc: 0.6422
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6387 - acc: 0.6427
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6391 - acc: 0.6422
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6390 - acc: 0.6417
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6395 - acc: 0.6404
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6396 - acc: 0.6409
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6391 - acc: 0.6412
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6389 - acc: 0.6410
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6382 - acc: 0.6421
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6376 - acc: 0.6432
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6380 - acc: 0.6433
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6380 - acc: 0.6435
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6383 - acc: 0.6426
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6384 - acc: 0.6424
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6383 - acc: 0.6421
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6388 - acc: 0.6413
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6385 - acc: 0.6416
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6390 - acc: 0.6407
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6389 - acc: 0.6409
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6393 - acc: 0.6406
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6393 - acc: 0.6406
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6397 - acc: 0.6399
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6396 - acc: 0.6399
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6401 - acc: 0.6399
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6401 - acc: 0.6397
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6402 - acc: 0.6394
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6400 - acc: 0.6398
16900/38888 [============>.................] - ETA: 6s - loss: 0.6394 - acc: 0.6407
17100/38888 [============>.................] - ETA: 6s - loss: 0.6392 - acc: 0.6409
17300/38888 [============>.................] - ETA: 6s - loss: 0.6387 - acc: 0.6417
17600/38888 [============>.................] - ETA: 6s - loss: 0.6388 - acc: 0.6416
17800/38888 [============>.................] - ETA: 6s - loss: 0.6398 - acc: 0.6403
18000/38888 [============>.................] - ETA: 5s - loss: 0.6394 - acc: 0.6408
18200/38888 [=============>................] - ETA: 5s - loss: 0.6392 - acc: 0.6413
18400/38888 [=============>................] - ETA: 5s - loss: 0.6394 - acc: 0.6409
18600/38888 [=============>................] - ETA: 5s - loss: 0.6395 - acc: 0.6407
18800/38888 [=============>................] - ETA: 5s - loss: 0.6398 - acc: 0.6401
19000/38888 [=============>................] - ETA: 5s - loss: 0.6398 - acc: 0.6399
19200/38888 [=============>................] - ETA: 5s - loss: 0.6402 - acc: 0.6395
19400/38888 [=============>................] - ETA: 5s - loss: 0.6405 - acc: 0.6389
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6403 - acc: 0.6392
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6402 - acc: 0.6395
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6400 - acc: 0.6398
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6402 - acc: 0.6396
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6403 - acc: 0.6395
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6401 - acc: 0.6395
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6403 - acc: 0.6393
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6402 - acc: 0.6392
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6404 - acc: 0.6390
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6402 - acc: 0.6393
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6398 - acc: 0.6398
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6397 - acc: 0.6397
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6396 - acc: 0.6399
22200/38888 [================>.............] - ETA: 4s - loss: 0.6400 - acc: 0.6394
22400/38888 [================>.............] - ETA: 4s - loss: 0.6398 - acc: 0.6397
22600/38888 [================>.............] - ETA: 4s - loss: 0.6396 - acc: 0.6402
22800/38888 [================>.............] - ETA: 4s - loss: 0.6396 - acc: 0.6401
23100/38888 [================>.............] - ETA: 4s - loss: 0.6398 - acc: 0.6399
23300/38888 [================>.............] - ETA: 4s - loss: 0.6397 - acc: 0.6403
23600/38888 [=================>............] - ETA: 4s - loss: 0.6393 - acc: 0.6409
23800/38888 [=================>............] - ETA: 4s - loss: 0.6395 - acc: 0.6406
24000/38888 [=================>............] - ETA: 4s - loss: 0.6394 - acc: 0.6408
24200/38888 [=================>............] - ETA: 4s - loss: 0.6394 - acc: 0.6407
24400/38888 [=================>............] - ETA: 4s - loss: 0.6395 - acc: 0.6408
24600/38888 [=================>............] - ETA: 4s - loss: 0.6396 - acc: 0.6405
24900/38888 [==================>...........] - ETA: 3s - loss: 0.6393 - acc: 0.6408
25100/38888 [==================>...........] - ETA: 3s - loss: 0.6391 - acc: 0.6412
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6389 - acc: 0.6415
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6391 - acc: 0.6415
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6390 - acc: 0.6414
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6392 - acc: 0.6411
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6390 - acc: 0.6414
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6391 - acc: 0.6411
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6393 - acc: 0.6406
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6391 - acc: 0.6409
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6389 - acc: 0.6412
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6386 - acc: 0.6416
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6388 - acc: 0.6412
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6388 - acc: 0.6412
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6388 - acc: 0.6411
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6386 - acc: 0.6413
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6386 - acc: 0.6413
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6387 - acc: 0.6410
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6387 - acc: 0.6408
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6386 - acc: 0.6413
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6385 - acc: 0.6414
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6385 - acc: 0.6415
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6386 - acc: 0.6415
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6384 - acc: 0.6416
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6383 - acc: 0.6417
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6383 - acc: 0.6418
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6382 - acc: 0.6419
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6381 - acc: 0.6422
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6381 - acc: 0.6422
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6381 - acc: 0.6422
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6379 - acc: 0.6426
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6380 - acc: 0.6428
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6380 - acc: 0.6426
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6380 - acc: 0.6426
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6378 - acc: 0.6428
32000/38888 [=======================>......] - ETA: 1s - loss: 0.6380 - acc: 0.6426
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6379 - acc: 0.6428
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6380 - acc: 0.6427
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6379 - acc: 0.6429
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6381 - acc: 0.6429
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6379 - acc: 0.6431
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6377 - acc: 0.6434
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6378 - acc: 0.6434
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6380 - acc: 0.6432
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6377 - acc: 0.6436
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6376 - acc: 0.6439
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6375 - acc: 0.6440
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6374 - acc: 0.6442
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6375 - acc: 0.6441
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6376 - acc: 0.6441
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6374 - acc: 0.6443
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6376 - acc: 0.6439
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6378 - acc: 0.6439
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6375 - acc: 0.6443
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6375 - acc: 0.6446
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6376 - acc: 0.6444
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6375 - acc: 0.6444
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6377 - acc: 0.6441
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6377 - acc: 0.6442
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6375 - acc: 0.6444
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6374 - acc: 0.6446
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6373 - acc: 0.6448
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6372 - acc: 0.6448
37800/38888 [============================>.] - ETA: 0s - loss: 0.6375 - acc: 0.6444
38000/38888 [============================>.] - ETA: 0s - loss: 0.6374 - acc: 0.6444
38200/38888 [============================>.] - ETA: 0s - loss: 0.6374 - acc: 0.6444
38400/38888 [============================>.] - ETA: 0s - loss: 0.6375 - acc: 0.6443
38600/38888 [============================>.] - ETA: 0s - loss: 0.6373 - acc: 0.6445
38800/38888 [============================>.] - ETA: 0s - loss: 0.6372 - acc: 0.6450
38888/38888 [==============================] - 12s 301us/step - loss: 0.6372 - acc: 0.6450 - val_loss: 0.6405 - val_acc: 0.6507
Epoch 20/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6774 - acc: 0.5800
  400/38888 [..............................] - ETA: 9s - loss: 0.6292 - acc: 0.6600 
  600/38888 [..............................] - ETA: 9s - loss: 0.6342 - acc: 0.6500
  900/38888 [..............................] - ETA: 9s - loss: 0.6454 - acc: 0.6311
 1100/38888 [..............................] - ETA: 9s - loss: 0.6471 - acc: 0.6300
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6448 - acc: 0.6293
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6389 - acc: 0.6359
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6397 - acc: 0.6347
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6367 - acc: 0.6381
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6356 - acc: 0.6350
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6352 - acc: 0.6369
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6362 - acc: 0.6364
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6359 - acc: 0.6383
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6338 - acc: 0.6403
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6357 - acc: 0.6385
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6353 - acc: 0.6392
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6362 - acc: 0.6367
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6344 - acc: 0.6388
 4400/38888 [==>...........................] - ETA: 9s - loss: 0.6358 - acc: 0.6395
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6388 - acc: 0.6362
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6388 - acc: 0.6366
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6379 - acc: 0.6375
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6382 - acc: 0.6373
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6386 - acc: 0.6377
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6383 - acc: 0.6395
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6377 - acc: 0.6407
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6385 - acc: 0.6394
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6394 - acc: 0.6382
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6396 - acc: 0.6384
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6391 - acc: 0.6390
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6397 - acc: 0.6376
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6391 - acc: 0.6382
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6395 - acc: 0.6376
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6390 - acc: 0.6387
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6374 - acc: 0.6404
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6376 - acc: 0.6405
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6365 - acc: 0.6426
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6365 - acc: 0.6422
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6359 - acc: 0.6428
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6356 - acc: 0.6439
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6357 - acc: 0.6436
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6364 - acc: 0.6432
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6355 - acc: 0.6447
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6365 - acc: 0.6434
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6363 - acc: 0.6437
10200/38888 [======>.......................] - ETA: 7s - loss: 0.6369 - acc: 0.6428
10400/38888 [=======>......................] - ETA: 7s - loss: 0.6366 - acc: 0.6427
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6369 - acc: 0.6423
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6368 - acc: 0.6422
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6368 - acc: 0.6422
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6361 - acc: 0.6434
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6365 - acc: 0.6430
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6364 - acc: 0.6430
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6363 - acc: 0.6431
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6363 - acc: 0.6430
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6361 - acc: 0.6431
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6369 - acc: 0.6415
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6366 - acc: 0.6423
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6365 - acc: 0.6426
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38888/38888 [==============================] - 12s 297us/step - loss: 0.6362 - acc: 0.6448 - val_loss: 0.6422 - val_acc: 0.6505

Using the same train-test split as before, this results in an accuracy of … ~0.65 (just as before). But in this use case, we’re mainly interested in extracting relationships from the learned embeddings.

Extracting relationships from the learned embeddings

We’ll show the code here for the job values embeddings, - it is directly transferable to the other ones. The embeddings, that’s just the weight matrix of the respective layer, of dimension number of different values times embedding size.

emb_vals <- (model$get_layer("vals") %>% get_weights())[[1]]
emb_vals %>% dim() 
[1]  10 128

We can then perform dimensionality reduction on the raw values, e.g., PCA

pca <- prcomp(emb_vals, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]

and plot the results.

pca %>%
  as.data.frame() %>%
  mutate(class = attr(values_tokenizer$word_index, "names")) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))

When looking at the results, please keep in mind:

  • Accuracy on the prediction task that lead to these embedding matrices was pretty modest - this means we shouldn’t take the embeddings results too seriously, either.
  • To obtain these embeddings, we’ve made use of an extraneous variable (the ethical behavior to be predicted). So any learned relationships are never “absolute”, but always to be seen in relation to the way they were learned. This is why we chose an additional target variable, JobSatisfaction, for you to compare with.

Quizzes

Quiz 1: Cosine similarity between R and Julia / Python

emb_langs <- (model$get_layer("langs") %>% get_weights())[[1]]
emb_langs %>% dim() 
[1]  38 256
R <- emb_langs[language_tokenizer$word_index$r, ]
julia <- emb_langs[language_tokenizer$word_index$julia, ]
python <- emb_langs[language_tokenizer$word_index$python, ]
cosine_similarity <- function(x, y) {
  (t(x) %*% y) / (sqrt(t(x) %*% x) * sqrt(t(y) %*% y))
}
cosine_similarity(R, julia)
          [,1]
[1,] 0.1141325
cosine_similarity(R, python)
          [,1]
[1,] 0.0171524

Quiz 2: Compare the OperatingSystem embeddings learned from predicting JobSatisfaction to those learned from predicting EthicsChoice

Predicting from EthicsChoice

emb_os <- (model$get_layer("os") %>% get_weights())[[1]]
emb_os %>% dim() 
[1]  4 64

We can then perform dimensionality reduction on the raw values, e.g., PCA

pca <- prcomp(emb_os, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]

and plot the results.

pca %>%
  as.data.frame() %>%
  mutate(class = data$OperatingSystem %>% levels()) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))

Predicting from JobSatisfaction

input_fe <- layer_input(shape = 1)        # formal education, encoded as integer
input_um <- layer_input(shape = 1)        # undergrad major, encoded as integer
input_os <- layer_input(shape = 1)        # operating system, encoded as integer
input_langs <- layer_input(shape = 38)    # languages worked with, multi-hot-encoded
input_vals <- layer_input(shape = 10)     # values, multi-hot-encoded
concat <- layer_concatenate(
  list(
    input_fe %>%
      layer_embedding(
        input_dim = length(levels(data$FormalEducation)),
        output_dim = 64,
        name = "fe"
      ) %>%
      layer_flatten(),
    input_um %>%
      layer_embedding(
        input_dim = length(levels(data$UndergradMajor)),
        output_dim = 64,
        name = "um"
      ) %>%
      layer_flatten(),
    input_os %>%
      layer_embedding(
        input_dim = length(levels(data$OperatingSystem)),
        output_dim = 64,
        name = "os"
      ) %>%
      layer_flatten(),
    input_langs %>%
       layer_embedding(input_dim = 38, output_dim = 256,
                       name = "langs")%>%
       layer_flatten(),
    input_vals %>%
      layer_embedding(input_dim = 10, output_dim = 128,
                      name = "vals")%>%
      layer_flatten()
  )
)

output <- concat %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(units = 1, activation = "sigmoid")

model <- keras_model(list(input_fe, input_um, input_os, input_langs, input_vals), output)

model %>% compile(
  loss = "binary_crossentropy",
  optimizer = "adam",
  metrics = "accuracy"
  )
y_train <- data$JobSatisfaction[train_indices] %>% as.matrix()
y_valid <- data$JobSatisfaction[-train_indices] %>% as.matrix()

x_train <-
  list(
    X_embed[train_indices, 1, drop = FALSE] %>% as.matrix() ,
    X_embed[train_indices , 2, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 3, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 4:41, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 42:51, drop = FALSE] %>% as.matrix()
  )
x_valid <- list(
  X_embed[-train_indices, 1, drop = FALSE] %>% as.matrix() ,
  X_embed[-train_indices , 2, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 3, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 4:41, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 42:51, drop = FALSE] %>% as.matrix()
)
model %>% fit(
  x_train,
  y_train,
  validation_data = list(x_valid, y_valid),
  epochs = 20,
  batch_size = 100
)
Train on 38888 samples, validate on 9722 samples
Epoch 1/20

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13400/38888 [=========>....................] - ETA: 8s - loss: 0.6904 - acc: 0.5531
13600/38888 [=========>....................] - ETA: 8s - loss: 0.6903 - acc: 0.5532
13800/38888 [=========>....................] - ETA: 8s - loss: 0.6903 - acc: 0.5533
14000/38888 [=========>....................] - ETA: 8s - loss: 0.6900 - acc: 0.5545
14300/38888 [==========>...................] - ETA: 8s - loss: 0.6899 - acc: 0.5545
14500/38888 [==========>...................] - ETA: 8s - loss: 0.6901 - acc: 0.5537
14700/38888 [==========>...................] - ETA: 8s - loss: 0.6902 - acc: 0.5531
14900/38888 [==========>...................] - ETA: 7s - loss: 0.6904 - acc: 0.5526
15100/38888 [==========>...................] - ETA: 7s - loss: 0.6903 - acc: 0.5528
15300/38888 [==========>...................] - ETA: 7s - loss: 0.6902 - acc: 0.5527
15500/38888 [==========>...................] - ETA: 7s - loss: 0.6902 - acc: 0.5526
15700/38888 [===========>..................] - ETA: 7s - loss: 0.6901 - acc: 0.5528
15900/38888 [===========>..................] - ETA: 7s - loss: 0.6901 - acc: 0.5527
16100/38888 [===========>..................] - ETA: 7s - loss: 0.6902 - acc: 0.5524
16300/38888 [===========>..................] - ETA: 7s - loss: 0.6903 - acc: 0.5517
16500/38888 [===========>..................] - ETA: 7s - loss: 0.6902 - acc: 0.5522
16700/38888 [===========>..................] - ETA: 7s - loss: 0.6901 - acc: 0.5524
16900/38888 [============>.................] - ETA: 7s - loss: 0.6901 - acc: 0.5525
17100/38888 [============>.................] - ETA: 7s - loss: 0.6900 - acc: 0.5527
17300/38888 [============>.................] - ETA: 7s - loss: 0.6900 - acc: 0.5528
17500/38888 [============>.................] - ETA: 6s - loss: 0.6900 - acc: 0.5526
17700/38888 [============>.................] - ETA: 6s - loss: 0.6899 - acc: 0.5527
17900/38888 [============>.................] - ETA: 6s - loss: 0.6899 - acc: 0.5525
18100/38888 [============>.................] - ETA: 6s - loss: 0.6898 - acc: 0.5528
18300/38888 [=============>................] - ETA: 6s - loss: 0.6898 - acc: 0.5531
18500/38888 [=============>................] - ETA: 6s - loss: 0.6898 - acc: 0.5526
18700/38888 [=============>................] - ETA: 6s - loss: 0.6899 - acc: 0.5522
18900/38888 [=============>................] - ETA: 6s - loss: 0.6898 - acc: 0.5524
19100/38888 [=============>................] - ETA: 6s - loss: 0.6897 - acc: 0.5527
19300/38888 [=============>................] - ETA: 6s - loss: 0.6897 - acc: 0.5526
19500/38888 [==============>...............] - ETA: 6s - loss: 0.6897 - acc: 0.5525
19800/38888 [==============>...............] - ETA: 6s - loss: 0.6896 - acc: 0.5530
20000/38888 [==============>...............] - ETA: 6s - loss: 0.6896 - acc: 0.5531
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6893 - acc: 0.5538
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6893 - acc: 0.5534
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6894 - acc: 0.5536
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6894 - acc: 0.5534
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6893 - acc: 0.5539
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6891 - acc: 0.5545
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6891 - acc: 0.5543
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6891 - acc: 0.5540
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6891 - acc: 0.5536
22100/38888 [================>.............] - ETA: 5s - loss: 0.6890 - acc: 0.5541
22300/38888 [================>.............] - ETA: 5s - loss: 0.6889 - acc: 0.5544
22500/38888 [================>.............] - ETA: 5s - loss: 0.6889 - acc: 0.5549
22700/38888 [================>.............] - ETA: 5s - loss: 0.6888 - acc: 0.5549
22900/38888 [================>.............] - ETA: 5s - loss: 0.6887 - acc: 0.5552
23100/38888 [================>.............] - ETA: 4s - loss: 0.6887 - acc: 0.5553
23300/38888 [================>.............] - ETA: 4s - loss: 0.6887 - acc: 0.5553
23500/38888 [=================>............] - ETA: 4s - loss: 0.6887 - acc: 0.5553
23700/38888 [=================>............] - ETA: 4s - loss: 0.6887 - acc: 0.5554
23900/38888 [=================>............] - ETA: 4s - loss: 0.6888 - acc: 0.5552
24100/38888 [=================>............] - ETA: 4s - loss: 0.6887 - acc: 0.5551
24300/38888 [=================>............] - ETA: 4s - loss: 0.6888 - acc: 0.5547
24500/38888 [=================>............] - ETA: 4s - loss: 0.6888 - acc: 0.5548
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6889 - acc: 0.5543
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6888 - acc: 0.5545
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6889 - acc: 0.5540
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6888 - acc: 0.5542
25500/38888 [==================>...........] - ETA: 4s - loss: 0.6888 - acc: 0.5536
25700/38888 [==================>...........] - ETA: 4s - loss: 0.6889 - acc: 0.5532
25900/38888 [==================>...........] - ETA: 4s - loss: 0.6889 - acc: 0.5533
26100/38888 [===================>..........] - ETA: 4s - loss: 0.6888 - acc: 0.5538
26300/38888 [===================>..........] - ETA: 4s - loss: 0.6887 - acc: 0.5541
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6887 - acc: 0.5543
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6886 - acc: 0.5545
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6886 - acc: 0.5543
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6887 - acc: 0.5542
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6886 - acc: 0.5544
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6885 - acc: 0.5543
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6885 - acc: 0.5543
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6885 - acc: 0.5542
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6885 - acc: 0.5544
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6883 - acc: 0.5549
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6883 - acc: 0.5549
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6883 - acc: 0.5550
29000/38888 [=====================>........] - ETA: 3s - loss: 0.6884 - acc: 0.5546
29200/38888 [=====================>........] - ETA: 3s - loss: 0.6885 - acc: 0.5543
29400/38888 [=====================>........] - ETA: 3s - loss: 0.6884 - acc: 0.5547
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6884 - acc: 0.5549
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6884 - acc: 0.5549
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6883 - acc: 0.5553
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6883 - acc: 0.5555
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6882 - acc: 0.5555
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6882 - acc: 0.5554
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6882 - acc: 0.5555
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6881 - acc: 0.5556
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6881 - acc: 0.5556
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6880 - acc: 0.5557
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6881 - acc: 0.5554
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6881 - acc: 0.5552
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6881 - acc: 0.5550
32200/38888 [=======================>......] - ETA: 2s - loss: 0.6880 - acc: 0.5551
32400/38888 [=======================>......] - ETA: 2s - loss: 0.6880 - acc: 0.5552
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6879 - acc: 0.5552
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6878 - acc: 0.5554
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6878 - acc: 0.5554
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6877 - acc: 0.5557
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6877 - acc: 0.5558
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6875 - acc: 0.5560
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6875 - acc: 0.5561
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6874 - acc: 0.5561
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6874 - acc: 0.5564
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6873 - acc: 0.5565
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6874 - acc: 0.5565
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6874 - acc: 0.5565
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6873 - acc: 0.5565
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6873 - acc: 0.5564
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6873 - acc: 0.5567
35600/38888 [==========================>...] - ETA: 1s - loss: 0.6872 - acc: 0.5569
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6872 - acc: 0.5568
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6872 - acc: 0.5566
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6872 - acc: 0.5565
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6872 - acc: 0.5567
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6872 - acc: 0.5568
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6872 - acc: 0.5567
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6871 - acc: 0.5569
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6871 - acc: 0.5569
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6871 - acc: 0.5568
37600/38888 [============================>.] - ETA: 0s - loss: 0.6871 - acc: 0.5569
37700/38888 [============================>.] - ETA: 0s - loss: 0.6870 - acc: 0.5570
37900/38888 [============================>.] - ETA: 0s - loss: 0.6870 - acc: 0.5569
38100/38888 [============================>.] - ETA: 0s - loss: 0.6870 - acc: 0.5572
38300/38888 [============================>.] - ETA: 0s - loss: 0.6870 - acc: 0.5572
38500/38888 [============================>.] - ETA: 0s - loss: 0.6871 - acc: 0.5568
38700/38888 [============================>.] - ETA: 0s - loss: 0.6870 - acc: 0.5572
38888/38888 [==============================] - 13s 332us/step - loss: 0.6869 - acc: 0.5573 - val_loss: 0.6798 - val_acc: 0.5658
Epoch 2/20

  100/38888 [..............................] - ETA: 12s - loss: 0.6953 - acc: 0.5100
  300/38888 [..............................] - ETA: 10s - loss: 0.6917 - acc: 0.5300
  600/38888 [..............................] - ETA: 10s - loss: 0.6822 - acc: 0.5500
  800/38888 [..............................] - ETA: 10s - loss: 0.6855 - acc: 0.5550
 1000/38888 [..............................] - ETA: 11s - loss: 0.6834 - acc: 0.5610
 1200/38888 [..............................] - ETA: 11s - loss: 0.6877 - acc: 0.5442
 1400/38888 [>.............................] - ETA: 11s - loss: 0.6871 - acc: 0.5479
 1600/38888 [>.............................] - ETA: 11s - loss: 0.6869 - acc: 0.5456
 1800/38888 [>.............................] - ETA: 11s - loss: 0.6859 - acc: 0.5506
 2000/38888 [>.............................] - ETA: 11s - loss: 0.6847 - acc: 0.5545
 2200/38888 [>.............................] - ETA: 11s - loss: 0.6848 - acc: 0.5523
 2400/38888 [>.............................] - ETA: 11s - loss: 0.6848 - acc: 0.5521
 2600/38888 [=>............................] - ETA: 11s - loss: 0.6856 - acc: 0.5523
 2800/38888 [=>............................] - ETA: 11s - loss: 0.6831 - acc: 0.5586
 3000/38888 [=>............................] - ETA: 11s - loss: 0.6835 - acc: 0.5567
 3200/38888 [=>............................] - ETA: 11s - loss: 0.6822 - acc: 0.5609
 3400/38888 [=>............................] - ETA: 11s - loss: 0.6840 - acc: 0.5588
 3600/38888 [=>............................] - ETA: 11s - loss: 0.6841 - acc: 0.5589
 3800/38888 [=>............................] - ETA: 11s - loss: 0.6842 - acc: 0.5579
 4000/38888 [==>...........................] - ETA: 11s - loss: 0.6841 - acc: 0.5583
 4200/38888 [==>...........................] - ETA: 11s - loss: 0.6836 - acc: 0.5581
 4400/38888 [==>...........................] - ETA: 11s - loss: 0.6837 - acc: 0.5589
 4600/38888 [==>...........................] - ETA: 11s - loss: 0.6833 - acc: 0.5589
 4800/38888 [==>...........................] - ETA: 10s - loss: 0.6835 - acc: 0.5588
 5000/38888 [==>...........................] - ETA: 10s - loss: 0.6830 - acc: 0.5612
 5200/38888 [===>..........................] - ETA: 10s - loss: 0.6832 - acc: 0.5608
 5400/38888 [===>..........................] - ETA: 10s - loss: 0.6826 - acc: 0.5635
 5600/38888 [===>..........................] - ETA: 10s - loss: 0.6833 - acc: 0.5623
 5800/38888 [===>..........................] - ETA: 10s - loss: 0.6844 - acc: 0.5591
 6000/38888 [===>..........................] - ETA: 10s - loss: 0.6843 - acc: 0.5602
 6200/38888 [===>..........................] - ETA: 10s - loss: 0.6845 - acc: 0.5597
 6400/38888 [===>..........................] - ETA: 10s - loss: 0.6846 - acc: 0.5608
 6600/38888 [====>.........................] - ETA: 10s - loss: 0.6846 - acc: 0.5614
 6800/38888 [====>.........................] - ETA: 10s - loss: 0.6844 - acc: 0.5621
 7000/38888 [====>.........................] - ETA: 10s - loss: 0.6843 - acc: 0.5613
 7200/38888 [====>.........................] - ETA: 9s - loss: 0.6847 - acc: 0.5594 
 7400/38888 [====>.........................] - ETA: 9s - loss: 0.6844 - acc: 0.5609
 7600/38888 [====>.........................] - ETA: 9s - loss: 0.6841 - acc: 0.5628
 7800/38888 [=====>........................] - ETA: 9s - loss: 0.6841 - acc: 0.5632
 8000/38888 [=====>........................] - ETA: 9s - loss: 0.6837 - acc: 0.5631
 8200/38888 [=====>........................] - ETA: 9s - loss: 0.6838 - acc: 0.5634
 8400/38888 [=====>........................] - ETA: 9s - loss: 0.6841 - acc: 0.5625
 8600/38888 [=====>........................] - ETA: 9s - loss: 0.6844 - acc: 0.5619
 8800/38888 [=====>........................] - ETA: 9s - loss: 0.6847 - acc: 0.5607
 9000/38888 [=====>........................] - ETA: 9s - loss: 0.6847 - acc: 0.5604
 9200/38888 [======>.......................] - ETA: 9s - loss: 0.6847 - acc: 0.5608
 9400/38888 [======>.......................] - ETA: 9s - loss: 0.6845 - acc: 0.5612
 9600/38888 [======>.......................] - ETA: 9s - loss: 0.6845 - acc: 0.5609
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6846 - acc: 0.5603
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6849 - acc: 0.5589
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6848 - acc: 0.5595
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6848 - acc: 0.5595
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6848 - acc: 0.5593
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6846 - acc: 0.5597
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6846 - acc: 0.5596
11200/38888 [=======>......................] - ETA: 8s - loss: 0.6849 - acc: 0.5587
11400/38888 [=======>......................] - ETA: 8s - loss: 0.6847 - acc: 0.5588
11600/38888 [=======>......................] - ETA: 8s - loss: 0.6845 - acc: 0.5588
11800/38888 [========>.....................] - ETA: 8s - loss: 0.6847 - acc: 0.5583
12000/38888 [========>.....................] - ETA: 8s - loss: 0.6846 - acc: 0.5585
12200/38888 [========>.....................] - ETA: 8s - loss: 0.6849 - acc: 0.5570
12400/38888 [========>.....................] - ETA: 8s - loss: 0.6847 - acc: 0.5578
12600/38888 [========>.....................] - ETA: 8s - loss: 0.6847 - acc: 0.5579
12800/38888 [========>.....................] - ETA: 8s - loss: 0.6847 - acc: 0.5573
13000/38888 [=========>....................] - ETA: 8s - loss: 0.6848 - acc: 0.5566
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6846 - acc: 0.5573
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6847 - acc: 0.5575
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6846 - acc: 0.5576
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6846 - acc: 0.5575
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6845 - acc: 0.5574
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6844 - acc: 0.5577
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6843 - acc: 0.5583
14700/38888 [==========>...................] - ETA: 7s - loss: 0.6841 - acc: 0.5589
14900/38888 [==========>...................] - ETA: 7s - loss: 0.6844 - acc: 0.5579
15100/38888 [==========>...................] - ETA: 7s - loss: 0.6845 - acc: 0.5578
15300/38888 [==========>...................] - ETA: 7s - loss: 0.6846 - acc: 0.5570
15500/38888 [==========>...................] - ETA: 7s - loss: 0.6845 - acc: 0.5578
15700/38888 [===========>..................] - ETA: 7s - loss: 0.6846 - acc: 0.5565
15900/38888 [===========>..................] - ETA: 7s - loss: 0.6846 - acc: 0.5566
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6846 - acc: 0.5571
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6846 - acc: 0.5572
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6844 - acc: 0.5577
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6844 - acc: 0.5578
17000/38888 [============>.................] - ETA: 6s - loss: 0.6840 - acc: 0.5586
17200/38888 [============>.................] - ETA: 6s - loss: 0.6841 - acc: 0.5581
17400/38888 [============>.................] - ETA: 6s - loss: 0.6844 - acc: 0.5576
17600/38888 [============>.................] - ETA: 6s - loss: 0.6844 - acc: 0.5577
17800/38888 [============>.................] - ETA: 6s - loss: 0.6844 - acc: 0.5575
18000/38888 [============>.................] - ETA: 6s - loss: 0.6845 - acc: 0.5573
18200/38888 [=============>................] - ETA: 6s - loss: 0.6845 - acc: 0.5573
18400/38888 [=============>................] - ETA: 6s - loss: 0.6846 - acc: 0.5567
18600/38888 [=============>................] - ETA: 6s - loss: 0.6845 - acc: 0.5570
18800/38888 [=============>................] - ETA: 6s - loss: 0.6846 - acc: 0.5565
19000/38888 [=============>................] - ETA: 6s - loss: 0.6845 - acc: 0.5571
19200/38888 [=============>................] - ETA: 6s - loss: 0.6845 - acc: 0.5572
19400/38888 [=============>................] - ETA: 5s - loss: 0.6845 - acc: 0.5568
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6845 - acc: 0.5565
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6845 - acc: 0.5564
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6846 - acc: 0.5563
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6845 - acc: 0.5565
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6846 - acc: 0.5565
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6846 - acc: 0.5566
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6846 - acc: 0.5564
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6846 - acc: 0.5564
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6846 - acc: 0.5562
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6846 - acc: 0.5562
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6846 - acc: 0.5561
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6845 - acc: 0.5563
22100/38888 [================>.............] - ETA: 5s - loss: 0.6844 - acc: 0.5564
22300/38888 [================>.............] - ETA: 5s - loss: 0.6844 - acc: 0.5565
22500/38888 [================>.............] - ETA: 5s - loss: 0.6842 - acc: 0.5569
22700/38888 [================>.............] - ETA: 4s - loss: 0.6841 - acc: 0.5570
22900/38888 [================>.............] - ETA: 4s - loss: 0.6842 - acc: 0.5567
23100/38888 [================>.............] - ETA: 4s - loss: 0.6842 - acc: 0.5568
23300/38888 [================>.............] - ETA: 4s - loss: 0.6841 - acc: 0.5570
23500/38888 [=================>............] - ETA: 4s - loss: 0.6842 - acc: 0.5568
23700/38888 [=================>............] - ETA: 4s - loss: 0.6842 - acc: 0.5570
23900/38888 [=================>............] - ETA: 4s - loss: 0.6842 - acc: 0.5569
24100/38888 [=================>............] - ETA: 4s - loss: 0.6841 - acc: 0.5569
24300/38888 [=================>............] - ETA: 4s - loss: 0.6842 - acc: 0.5565
24500/38888 [=================>............] - ETA: 4s - loss: 0.6842 - acc: 0.5564
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6842 - acc: 0.5565
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6842 - acc: 0.5563
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6842 - acc: 0.5564
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6843 - acc: 0.5560
25500/38888 [==================>...........] - ETA: 4s - loss: 0.6843 - acc: 0.5557
25700/38888 [==================>...........] - ETA: 4s - loss: 0.6842 - acc: 0.5562
25900/38888 [==================>...........] - ETA: 4s - loss: 0.6842 - acc: 0.5563
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6844 - acc: 0.5559
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6844 - acc: 0.5560
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6843 - acc: 0.5562
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6843 - acc: 0.5562
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6844 - acc: 0.5560
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6843 - acc: 0.5563
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6843 - acc: 0.5564
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6844 - acc: 0.5561
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6843 - acc: 0.5562
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6844 - acc: 0.5562
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6845 - acc: 0.5561
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6845 - acc: 0.5564
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6845 - acc: 0.5564
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6845 - acc: 0.5564
28900/38888 [=====================>........] - ETA: 3s - loss: 0.6844 - acc: 0.5569
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6843 - acc: 0.5568
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6842 - acc: 0.5571
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6841 - acc: 0.5575
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6840 - acc: 0.5578
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6837 - acc: 0.5581
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6837 - acc: 0.5582
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6839 - acc: 0.5579
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6841 - acc: 0.5577
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6840 - acc: 0.5577
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6841 - acc: 0.5574
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6840 - acc: 0.5577
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6840 - acc: 0.5580
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6840 - acc: 0.5581
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6840 - acc: 0.5579
32300/38888 [=======================>......] - ETA: 2s - loss: 0.6841 - acc: 0.5576
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6841 - acc: 0.5577
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6840 - acc: 0.5579
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6840 - acc: 0.5580
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6840 - acc: 0.5580
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6840 - acc: 0.5580
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6839 - acc: 0.5581
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6839 - acc: 0.5583
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6838 - acc: 0.5584
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6838 - acc: 0.5582
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6838 - acc: 0.5583
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6839 - acc: 0.5577
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6839 - acc: 0.5576
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6837 - acc: 0.5581
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6836 - acc: 0.5582
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6837 - acc: 0.5581
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6838 - acc: 0.5580
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6838 - acc: 0.5580
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6837 - acc: 0.5585
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6837 - acc: 0.5587
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6836 - acc: 0.5589
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6836 - acc: 0.5590
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6836 - acc: 0.5588
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6837 - acc: 0.5588
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6837 - acc: 0.5586
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6837 - acc: 0.5588
37700/38888 [============================>.] - ETA: 0s - loss: 0.6837 - acc: 0.5587
37900/38888 [============================>.] - ETA: 0s - loss: 0.6838 - acc: 0.5584
38100/38888 [============================>.] - ETA: 0s - loss: 0.6838 - acc: 0.5583
38300/38888 [============================>.] - ETA: 0s - loss: 0.6837 - acc: 0.5584
38500/38888 [============================>.] - ETA: 0s - loss: 0.6837 - acc: 0.5583
38700/38888 [============================>.] - ETA: 0s - loss: 0.6836 - acc: 0.5583
38888/38888 [==============================] - 12s 315us/step - loss: 0.6835 - acc: 0.5586 - val_loss: 0.6799 - val_acc: 0.5649
Epoch 3/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6625 - acc: 0.5900
  400/38888 [..............................] - ETA: 9s - loss: 0.6704 - acc: 0.5700
  700/38888 [..............................] - ETA: 9s - loss: 0.6782 - acc: 0.5529
 1000/38888 [..............................] - ETA: 8s - loss: 0.6803 - acc: 0.5490
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6791 - acc: 0.5538
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6789 - acc: 0.5567
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6776 - acc: 0.5629
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6778 - acc: 0.5611
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6792 - acc: 0.5552
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6783 - acc: 0.5583
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6799 - acc: 0.5540
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6788 - acc: 0.5564
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6795 - acc: 0.5570
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6798 - acc: 0.5569
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6798 - acc: 0.5541
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6808 - acc: 0.5514
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6803 - acc: 0.5542
 4000/38888 [==>...........................] - ETA: 9s - loss: 0.6803 - acc: 0.5553
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6804 - acc: 0.5543
 4500/38888 [==>...........................] - ETA: 9s - loss: 0.6803 - acc: 0.5558
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6792 - acc: 0.5587
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6794 - acc: 0.5594
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6798 - acc: 0.5592
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6790 - acc: 0.5624
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6792 - acc: 0.5617
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6793 - acc: 0.5628
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6786 - acc: 0.5637
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6790 - acc: 0.5630
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6796 - acc: 0.5620
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6795 - acc: 0.5626
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6793 - acc: 0.5623
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6795 - acc: 0.5613
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6792 - acc: 0.5619
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6795 - acc: 0.5617
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6798 - acc: 0.5618
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5611
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6800 - acc: 0.5612
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6802 - acc: 0.5602
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6802 - acc: 0.5608
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6802 - acc: 0.5615
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6803 - acc: 0.5621
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6803 - acc: 0.5628
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6800 - acc: 0.5637
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6800 - acc: 0.5639
 9900/38888 [======>.......................] - ETA: 7s - loss: 0.6800 - acc: 0.5641
10100/38888 [======>.......................] - ETA: 7s - loss: 0.6800 - acc: 0.5639
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6800 - acc: 0.5632
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6804 - acc: 0.5633
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6806 - acc: 0.5635
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6805 - acc: 0.5646
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6806 - acc: 0.5638
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6806 - acc: 0.5636
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6803 - acc: 0.5648
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6801 - acc: 0.5652
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6801 - acc: 0.5650
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6803 - acc: 0.5645
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6802 - acc: 0.5648
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6798 - acc: 0.5652
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6800 - acc: 0.5643
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6799 - acc: 0.5652
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6798 - acc: 0.5653
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6797 - acc: 0.5657
13600/38888 [=========>....................] - ETA: 6s - loss: 0.6801 - acc: 0.5642
13800/38888 [=========>....................] - ETA: 6s - loss: 0.6805 - acc: 0.5624
14000/38888 [=========>....................] - ETA: 6s - loss: 0.6802 - acc: 0.5628
14200/38888 [=========>....................] - ETA: 6s - loss: 0.6800 - acc: 0.5633
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6799 - acc: 0.5641
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6800 - acc: 0.5639
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6801 - acc: 0.5640
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6799 - acc: 0.5647
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6800 - acc: 0.5648
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6800 - acc: 0.5645
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6801 - acc: 0.5645
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6802 - acc: 0.5644
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6804 - acc: 0.5645
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6805 - acc: 0.5644
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6803 - acc: 0.5643
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6803 - acc: 0.5643
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6802 - acc: 0.5643
17000/38888 [============>.................] - ETA: 6s - loss: 0.6801 - acc: 0.5644
17200/38888 [============>.................] - ETA: 6s - loss: 0.6802 - acc: 0.5647
17400/38888 [============>.................] - ETA: 6s - loss: 0.6800 - acc: 0.5653
17600/38888 [============>.................] - ETA: 5s - loss: 0.6799 - acc: 0.5655
17900/38888 [============>.................] - ETA: 5s - loss: 0.6800 - acc: 0.5654
18100/38888 [============>.................] - ETA: 5s - loss: 0.6802 - acc: 0.5650
18300/38888 [=============>................] - ETA: 5s - loss: 0.6801 - acc: 0.5655
18500/38888 [=============>................] - ETA: 5s - loss: 0.6805 - acc: 0.5644
18700/38888 [=============>................] - ETA: 5s - loss: 0.6806 - acc: 0.5640
18900/38888 [=============>................] - ETA: 5s - loss: 0.6806 - acc: 0.5641
19200/38888 [=============>................] - ETA: 5s - loss: 0.6807 - acc: 0.5632
19400/38888 [=============>................] - ETA: 5s - loss: 0.6805 - acc: 0.5643
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6804 - acc: 0.5647
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6805 - acc: 0.5646
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6805 - acc: 0.5645
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6806 - acc: 0.5644
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6806 - acc: 0.5645
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6807 - acc: 0.5640
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6807 - acc: 0.5638
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6808 - acc: 0.5638
21200/38888 [===============>..............] - ETA: 4s - loss: 0.6808 - acc: 0.5634
21400/38888 [===============>..............] - ETA: 4s - loss: 0.6809 - acc: 0.5633
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6809 - acc: 0.5630
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6811 - acc: 0.5624
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6811 - acc: 0.5625
22200/38888 [================>.............] - ETA: 4s - loss: 0.6810 - acc: 0.5625
22400/38888 [================>.............] - ETA: 4s - loss: 0.6810 - acc: 0.5627
22600/38888 [================>.............] - ETA: 4s - loss: 0.6809 - acc: 0.5631
22800/38888 [================>.............] - ETA: 4s - loss: 0.6808 - acc: 0.5632
23000/38888 [================>.............] - ETA: 4s - loss: 0.6809 - acc: 0.5632
23200/38888 [================>.............] - ETA: 4s - loss: 0.6810 - acc: 0.5629
23400/38888 [=================>............] - ETA: 4s - loss: 0.6811 - acc: 0.5626
23600/38888 [=================>............] - ETA: 4s - loss: 0.6810 - acc: 0.5628
23800/38888 [=================>............] - ETA: 4s - loss: 0.6812 - acc: 0.5626
24000/38888 [=================>............] - ETA: 4s - loss: 0.6812 - acc: 0.5625
24200/38888 [=================>............] - ETA: 4s - loss: 0.6813 - acc: 0.5625
24400/38888 [=================>............] - ETA: 4s - loss: 0.6813 - acc: 0.5623
24600/38888 [=================>............] - ETA: 4s - loss: 0.6814 - acc: 0.5620
24800/38888 [==================>...........] - ETA: 3s - loss: 0.6815 - acc: 0.5614
25000/38888 [==================>...........] - ETA: 3s - loss: 0.6815 - acc: 0.5612
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6816 - acc: 0.5612
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6815 - acc: 0.5614
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6814 - acc: 0.5617
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6814 - acc: 0.5617
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6815 - acc: 0.5615
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6815 - acc: 0.5616
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6814 - acc: 0.5614
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6814 - acc: 0.5615
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6815 - acc: 0.5613
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6814 - acc: 0.5613
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6815 - acc: 0.5611
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5605
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6815 - acc: 0.5609
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5605
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5607
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5608
28400/38888 [====================>.........] - ETA: 2s - loss: 0.6816 - acc: 0.5610
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6817 - acc: 0.5607
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5605
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5608
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5608
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6819 - acc: 0.5602
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6819 - acc: 0.5604
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6820 - acc: 0.5598
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6819 - acc: 0.5603
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6819 - acc: 0.5606
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6818 - acc: 0.5609
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6818 - acc: 0.5608
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6818 - acc: 0.5606
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6819 - acc: 0.5605
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6818 - acc: 0.5607
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6820 - acc: 0.5601
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6820 - acc: 0.5604
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6819 - acc: 0.5607
32000/38888 [=======================>......] - ETA: 1s - loss: 0.6820 - acc: 0.5604
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6820 - acc: 0.5605
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6820 - acc: 0.5605
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6820 - acc: 0.5610
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6819 - acc: 0.5612
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6819 - acc: 0.5612
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6819 - acc: 0.5613
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6819 - acc: 0.5611
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6819 - acc: 0.5609
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6819 - acc: 0.5610
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6820 - acc: 0.5606
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6820 - acc: 0.5606
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6819 - acc: 0.5607
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6819 - acc: 0.5609
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6819 - acc: 0.5604
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6819 - acc: 0.5604
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6818 - acc: 0.5607
35400/38888 [==========================>...] - ETA: 0s - loss: 0.6819 - acc: 0.5604
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6819 - acc: 0.5603
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6819 - acc: 0.5604
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6820 - acc: 0.5604
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6820 - acc: 0.5604
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6821 - acc: 0.5602
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6821 - acc: 0.5602
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5604
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6821 - acc: 0.5602
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6821 - acc: 0.5603
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5606
37700/38888 [============================>.] - ETA: 0s - loss: 0.6820 - acc: 0.5607
38000/38888 [============================>.] - ETA: 0s - loss: 0.6821 - acc: 0.5606
38200/38888 [============================>.] - ETA: 0s - loss: 0.6822 - acc: 0.5604
38400/38888 [============================>.] - ETA: 0s - loss: 0.6822 - acc: 0.5604
38600/38888 [============================>.] - ETA: 0s - loss: 0.6822 - acc: 0.5604
38800/38888 [============================>.] - ETA: 0s - loss: 0.6823 - acc: 0.5603
38888/38888 [==============================] - 12s 299us/step - loss: 0.6823 - acc: 0.5600 - val_loss: 0.6850 - val_acc: 0.5641
Epoch 4/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6813 - acc: 0.5800
  300/38888 [..............................] - ETA: 10s - loss: 0.6827 - acc: 0.5633
  500/38888 [..............................] - ETA: 10s - loss: 0.6821 - acc: 0.5620
  700/38888 [..............................] - ETA: 10s - loss: 0.6813 - acc: 0.5686
  900/38888 [..............................] - ETA: 10s - loss: 0.6833 - acc: 0.5644
 1100/38888 [..............................] - ETA: 10s - loss: 0.6841 - acc: 0.5655
 1300/38888 [>.............................] - ETA: 10s - loss: 0.6843 - acc: 0.5623
 1500/38888 [>.............................] - ETA: 10s - loss: 0.6848 - acc: 0.5613
 1700/38888 [>.............................] - ETA: 10s - loss: 0.6848 - acc: 0.5624
 1900/38888 [>.............................] - ETA: 10s - loss: 0.6830 - acc: 0.5663
 2100/38888 [>.............................] - ETA: 10s - loss: 0.6837 - acc: 0.5614
 2300/38888 [>.............................] - ETA: 11s - loss: 0.6855 - acc: 0.5557
 2500/38888 [>.............................] - ETA: 10s - loss: 0.6854 - acc: 0.5564
 2800/38888 [=>............................] - ETA: 10s - loss: 0.6836 - acc: 0.5607
 3000/38888 [=>............................] - ETA: 10s - loss: 0.6837 - acc: 0.5617
 3300/38888 [=>............................] - ETA: 10s - loss: 0.6846 - acc: 0.5594
 3600/38888 [=>............................] - ETA: 10s - loss: 0.6844 - acc: 0.5622
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6837 - acc: 0.5646 
 4100/38888 [==>...........................] - ETA: 9s - loss: 0.6834 - acc: 0.5644
 4300/38888 [==>...........................] - ETA: 9s - loss: 0.6832 - acc: 0.5647
 4500/38888 [==>...........................] - ETA: 9s - loss: 0.6830 - acc: 0.5642
 4700/38888 [==>...........................] - ETA: 9s - loss: 0.6828 - acc: 0.5657
 4900/38888 [==>...........................] - ETA: 9s - loss: 0.6823 - acc: 0.5678
 5100/38888 [==>...........................] - ETA: 9s - loss: 0.6832 - acc: 0.5639
 5300/38888 [===>..........................] - ETA: 9s - loss: 0.6842 - acc: 0.5623
 5500/38888 [===>..........................] - ETA: 9s - loss: 0.6839 - acc: 0.5633
 5700/38888 [===>..........................] - ETA: 9s - loss: 0.6834 - acc: 0.5653
 5900/38888 [===>..........................] - ETA: 9s - loss: 0.6829 - acc: 0.5666
 6100/38888 [===>..........................] - ETA: 9s - loss: 0.6829 - acc: 0.5672
 6300/38888 [===>..........................] - ETA: 9s - loss: 0.6825 - acc: 0.5684
 6500/38888 [====>.........................] - ETA: 9s - loss: 0.6822 - acc: 0.5694
 6700/38888 [====>.........................] - ETA: 9s - loss: 0.6826 - acc: 0.5685
 6900/38888 [====>.........................] - ETA: 9s - loss: 0.6823 - acc: 0.5688
 7100/38888 [====>.........................] - ETA: 9s - loss: 0.6822 - acc: 0.5692
 7300/38888 [====>.........................] - ETA: 9s - loss: 0.6826 - acc: 0.5678
 7500/38888 [====>.........................] - ETA: 9s - loss: 0.6824 - acc: 0.5685
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6822 - acc: 0.5694
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6818 - acc: 0.5686
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6815 - acc: 0.5705
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6815 - acc: 0.5704
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6816 - acc: 0.5699
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6820 - acc: 0.5684
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6822 - acc: 0.5672
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6821 - acc: 0.5673
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6822 - acc: 0.5661
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6823 - acc: 0.5662
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6823 - acc: 0.5670
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6822 - acc: 0.5680
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6822 - acc: 0.5685
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6821 - acc: 0.5683
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6822 - acc: 0.5676
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6824 - acc: 0.5675
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6825 - acc: 0.5674
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6825 - acc: 0.5671
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6823 - acc: 0.5673
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6824 - acc: 0.5666
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6821 - acc: 0.5670
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6822 - acc: 0.5667
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6825 - acc: 0.5660
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6824 - acc: 0.5663
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6825 - acc: 0.5658
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6825 - acc: 0.5656
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6824 - acc: 0.5652
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6825 - acc: 0.5646
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6825 - acc: 0.5644
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6826 - acc: 0.5639
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6827 - acc: 0.5635
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6826 - acc: 0.5635
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6826 - acc: 0.5636
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6824 - acc: 0.5644
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6826 - acc: 0.5637
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6825 - acc: 0.5647
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6825 - acc: 0.5650
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6825 - acc: 0.5652
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6822 - acc: 0.5656
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6821 - acc: 0.5657
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6823 - acc: 0.5651
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6821 - acc: 0.5653
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6822 - acc: 0.5655
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6825 - acc: 0.5654
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6822 - acc: 0.5655
16900/38888 [============>.................] - ETA: 6s - loss: 0.6822 - acc: 0.5653
17100/38888 [============>.................] - ETA: 6s - loss: 0.6821 - acc: 0.5654
17300/38888 [============>.................] - ETA: 6s - loss: 0.6823 - acc: 0.5649
17500/38888 [============>.................] - ETA: 6s - loss: 0.6823 - acc: 0.5653
17700/38888 [============>.................] - ETA: 6s - loss: 0.6823 - acc: 0.5652
17900/38888 [============>.................] - ETA: 6s - loss: 0.6821 - acc: 0.5655
18100/38888 [============>.................] - ETA: 6s - loss: 0.6821 - acc: 0.5659
18300/38888 [=============>................] - ETA: 5s - loss: 0.6822 - acc: 0.5652
18500/38888 [=============>................] - ETA: 5s - loss: 0.6824 - acc: 0.5649
18700/38888 [=============>................] - ETA: 5s - loss: 0.6823 - acc: 0.5651
18900/38888 [=============>................] - ETA: 5s - loss: 0.6822 - acc: 0.5658
19100/38888 [=============>................] - ETA: 5s - loss: 0.6822 - acc: 0.5654
19300/38888 [=============>................] - ETA: 5s - loss: 0.6825 - acc: 0.5648
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6824 - acc: 0.5647
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6823 - acc: 0.5651
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5653
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5652
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6820 - acc: 0.5652
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6820 - acc: 0.5652
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6820 - acc: 0.5653
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6818 - acc: 0.5658
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6817 - acc: 0.5659
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6815 - acc: 0.5665
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6817 - acc: 0.5663
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6816 - acc: 0.5669
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6817 - acc: 0.5665
22100/38888 [================>.............] - ETA: 4s - loss: 0.6816 - acc: 0.5667
22300/38888 [================>.............] - ETA: 4s - loss: 0.6814 - acc: 0.5670
22500/38888 [================>.............] - ETA: 4s - loss: 0.6814 - acc: 0.5671
22700/38888 [================>.............] - ETA: 4s - loss: 0.6812 - acc: 0.5673
22900/38888 [================>.............] - ETA: 4s - loss: 0.6812 - acc: 0.5674
23100/38888 [================>.............] - ETA: 4s - loss: 0.6812 - acc: 0.5675
23300/38888 [================>.............] - ETA: 4s - loss: 0.6813 - acc: 0.5676
23500/38888 [=================>............] - ETA: 4s - loss: 0.6815 - acc: 0.5670
23700/38888 [=================>............] - ETA: 4s - loss: 0.6814 - acc: 0.5669
23900/38888 [=================>............] - ETA: 4s - loss: 0.6816 - acc: 0.5666
24100/38888 [=================>............] - ETA: 4s - loss: 0.6816 - acc: 0.5664
24300/38888 [=================>............] - ETA: 4s - loss: 0.6816 - acc: 0.5663
24500/38888 [=================>............] - ETA: 4s - loss: 0.6816 - acc: 0.5663
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6816 - acc: 0.5662
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6817 - acc: 0.5660
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6817 - acc: 0.5664
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6817 - acc: 0.5664
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6817 - acc: 0.5665
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6817 - acc: 0.5661
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6818 - acc: 0.5657
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6818 - acc: 0.5657
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6818 - acc: 0.5659
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6818 - acc: 0.5654
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6818 - acc: 0.5652
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6820 - acc: 0.5648
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6820 - acc: 0.5648
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6820 - acc: 0.5647
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6818 - acc: 0.5649
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6818 - acc: 0.5649
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6817 - acc: 0.5653
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6817 - acc: 0.5650
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6817 - acc: 0.5650
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5648
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5647
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5646
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6818 - acc: 0.5644
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6819 - acc: 0.5642
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6819 - acc: 0.5641
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6819 - acc: 0.5640
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6819 - acc: 0.5639
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6819 - acc: 0.5637
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6820 - acc: 0.5636
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6820 - acc: 0.5630
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6821 - acc: 0.5631
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6822 - acc: 0.5628
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6821 - acc: 0.5628
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6822 - acc: 0.5631
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6821 - acc: 0.5636
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6821 - acc: 0.5636
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6822 - acc: 0.5633
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6822 - acc: 0.5631
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6822 - acc: 0.5635
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6822 - acc: 0.5635
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6822 - acc: 0.5636
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6823 - acc: 0.5635
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6823 - acc: 0.5636
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6822 - acc: 0.5638
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6823 - acc: 0.5633
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6823 - acc: 0.5632
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6822 - acc: 0.5633
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6823 - acc: 0.5632
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6822 - acc: 0.5635
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6821 - acc: 0.5637
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6821 - acc: 0.5638
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6820 - acc: 0.5641
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6819 - acc: 0.5644
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6820 - acc: 0.5643
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6819 - acc: 0.5644
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6820 - acc: 0.5642
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6820 - acc: 0.5643
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6820 - acc: 0.5640
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5641
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5642
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5642
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6819 - acc: 0.5644
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6820 - acc: 0.5643
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6819 - acc: 0.5643
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6819 - acc: 0.5642
37700/38888 [============================>.] - ETA: 0s - loss: 0.6820 - acc: 0.5641
restarting interrupted promise evaluation

37900/38888 [============================>.] - ETA: 0s - loss: 0.6820 - acc: 0.5643
38100/38888 [============================>.] - ETA: 0s - loss: 0.6820 - acc: 0.5642
38300/38888 [============================>.] - ETA: 0s - loss: 0.6821 - acc: 0.5640
38500/38888 [============================>.] - ETA: 0s - loss: 0.6821 - acc: 0.5641
38700/38888 [============================>.] - ETA: 0s - loss: 0.6820 - acc: 0.5640
38888/38888 [==============================] - 12s 315us/step - loss: 0.6820 - acc: 0.5640 - val_loss: 0.6801 - val_acc: 0.5708
Epoch 5/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6862 - acc: 0.5100
  400/38888 [..............................] - ETA: 8s - loss: 0.6819 - acc: 0.5650
  700/38888 [..............................] - ETA: 8s - loss: 0.6830 - acc: 0.5629
 1000/38888 [..............................] - ETA: 8s - loss: 0.6835 - acc: 0.5700
 1300/38888 [>.............................] - ETA: 8s - loss: 0.6834 - acc: 0.5646
 1600/38888 [>.............................] - ETA: 8s - loss: 0.6837 - acc: 0.5613
 1900/38888 [>.............................] - ETA: 8s - loss: 0.6823 - acc: 0.5621
 2200/38888 [>.............................] - ETA: 8s - loss: 0.6817 - acc: 0.5568
 2400/38888 [>.............................] - ETA: 8s - loss: 0.6817 - acc: 0.5575
 2600/38888 [=>............................] - ETA: 8s - loss: 0.6804 - acc: 0.5592
 2900/38888 [=>............................] - ETA: 8s - loss: 0.6791 - acc: 0.5610
 3100/38888 [=>............................] - ETA: 8s - loss: 0.6785 - acc: 0.5632
 3400/38888 [=>............................] - ETA: 8s - loss: 0.6799 - acc: 0.5621
 3700/38888 [=>............................] - ETA: 8s - loss: 0.6785 - acc: 0.5657
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6785 - acc: 0.5662
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6790 - acc: 0.5657
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6786 - acc: 0.5666
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6781 - acc: 0.5676
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6786 - acc: 0.5656
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6788 - acc: 0.5655
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6792 - acc: 0.5649
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6792 - acc: 0.5658
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6788 - acc: 0.5674
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6785 - acc: 0.5685
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6779 - acc: 0.5708
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5709
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6780 - acc: 0.5694
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6774 - acc: 0.5703
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6777 - acc: 0.5703
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5684
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6778 - acc: 0.5687
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5682
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6769 - acc: 0.5689
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6770 - acc: 0.5686
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6764 - acc: 0.5684
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6772 - acc: 0.5674
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6766 - acc: 0.5682
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6766 - acc: 0.5674
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6763 - acc: 0.5689
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6765 - acc: 0.5695
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6769 - acc: 0.5683
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6770 - acc: 0.5685
10000/38888 [======>.......................] - ETA: 7s - loss: 0.6773 - acc: 0.5674
10200/38888 [======>.......................] - ETA: 7s - loss: 0.6774 - acc: 0.5675
10400/38888 [=======>......................] - ETA: 7s - loss: 0.6772 - acc: 0.5676
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6772 - acc: 0.5678
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6772 - acc: 0.5686
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6772 - acc: 0.5694
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6776 - acc: 0.5682
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6780 - acc: 0.5672
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6780 - acc: 0.5667
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5685
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5682
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6781 - acc: 0.5673
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6782 - acc: 0.5673
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6783 - acc: 0.5670
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6783 - acc: 0.5666
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6782 - acc: 0.5667
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6783 - acc: 0.5667
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6785 - acc: 0.5660
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6784 - acc: 0.5659
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6785 - acc: 0.5665
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6787 - acc: 0.5655
14200/38888 [=========>....................] - ETA: 6s - loss: 0.6790 - acc: 0.5652
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5659
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5654
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6786 - acc: 0.5658
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5655
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5662
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6790 - acc: 0.5653
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5652
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6786 - acc: 0.5664
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5659
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6791 - acc: 0.5656
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6793 - acc: 0.5650
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6795 - acc: 0.5644
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6796 - acc: 0.5643
17000/38888 [============>.................] - ETA: 6s - loss: 0.6795 - acc: 0.5644
17200/38888 [============>.................] - ETA: 6s - loss: 0.6795 - acc: 0.5642
17400/38888 [============>.................] - ETA: 6s - loss: 0.6795 - acc: 0.5644
17600/38888 [============>.................] - ETA: 6s - loss: 0.6794 - acc: 0.5643
17800/38888 [============>.................] - ETA: 6s - loss: 0.6793 - acc: 0.5647
18000/38888 [============>.................] - ETA: 6s - loss: 0.6793 - acc: 0.5648
18200/38888 [=============>................] - ETA: 5s - loss: 0.6794 - acc: 0.5650
18400/38888 [=============>................] - ETA: 5s - loss: 0.6793 - acc: 0.5655
18600/38888 [=============>................] - ETA: 5s - loss: 0.6792 - acc: 0.5654
18800/38888 [=============>................] - ETA: 5s - loss: 0.6793 - acc: 0.5655
19000/38888 [=============>................] - ETA: 5s - loss: 0.6791 - acc: 0.5655
19200/38888 [=============>................] - ETA: 5s - loss: 0.6792 - acc: 0.5654
19400/38888 [=============>................] - ETA: 5s - loss: 0.6793 - acc: 0.5648
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6795 - acc: 0.5645
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6797 - acc: 0.5638
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6796 - acc: 0.5643
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6795 - acc: 0.5645
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6795 - acc: 0.5645
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6795 - acc: 0.5650
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6795 - acc: 0.5652
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6796 - acc: 0.5652
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6797 - acc: 0.5650
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6797 - acc: 0.5653
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6798 - acc: 0.5651
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6797 - acc: 0.5656
22100/38888 [================>.............] - ETA: 4s - loss: 0.6798 - acc: 0.5654
22300/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5661
22500/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5661
22700/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5662
22900/38888 [================>.............] - ETA: 4s - loss: 0.6798 - acc: 0.5662
23100/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5664
23300/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5664
23500/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5664
23700/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5665
23900/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5668
24100/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5665
24300/38888 [=================>............] - ETA: 4s - loss: 0.6798 - acc: 0.5660
24500/38888 [=================>............] - ETA: 4s - loss: 0.6800 - acc: 0.5656
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6799 - acc: 0.5655
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6798 - acc: 0.5659
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6800 - acc: 0.5654
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6800 - acc: 0.5651
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6802 - acc: 0.5644
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6801 - acc: 0.5647
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6802 - acc: 0.5644
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5643
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5646
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6802 - acc: 0.5648
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5649
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6804 - acc: 0.5642
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6805 - acc: 0.5642
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6805 - acc: 0.5641
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6805 - acc: 0.5643
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6805 - acc: 0.5642
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6805 - acc: 0.5646
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6804 - acc: 0.5646
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6804 - acc: 0.5647
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6804 - acc: 0.5648
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6805 - acc: 0.5646
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6804 - acc: 0.5649
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6804 - acc: 0.5651
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6804 - acc: 0.5653
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6804 - acc: 0.5653
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6802 - acc: 0.5657
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6804 - acc: 0.5653
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5652
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6804 - acc: 0.5656
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5655
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5654
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5654
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5660
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5659
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6806 - acc: 0.5659
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6807 - acc: 0.5656
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6808 - acc: 0.5652
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6808 - acc: 0.5654
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6808 - acc: 0.5655
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6808 - acc: 0.5655
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6809 - acc: 0.5653
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6808 - acc: 0.5653
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6808 - acc: 0.5656
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6809 - acc: 0.5652
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6809 - acc: 0.5653
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6809 - acc: 0.5653
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6809 - acc: 0.5651
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6810 - acc: 0.5650
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6810 - acc: 0.5650
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6810 - acc: 0.5648
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6810 - acc: 0.5648
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6810 - acc: 0.5646
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6811 - acc: 0.5645
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6811 - acc: 0.5640
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6812 - acc: 0.5640
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6811 - acc: 0.5642
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6811 - acc: 0.5643
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6811 - acc: 0.5644
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5643
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5642
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5643
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6811 - acc: 0.5645
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5646
37700/38888 [============================>.] - ETA: 0s - loss: 0.6812 - acc: 0.5645
37900/38888 [============================>.] - ETA: 0s - loss: 0.6813 - acc: 0.5643
38100/38888 [============================>.] - ETA: 0s - loss: 0.6813 - acc: 0.5641
38300/38888 [============================>.] - ETA: 0s - loss: 0.6814 - acc: 0.5638
38500/38888 [============================>.] - ETA: 0s - loss: 0.6814 - acc: 0.5639
38700/38888 [============================>.] - ETA: 0s - loss: 0.6813 - acc: 0.5641
38888/38888 [==============================] - 12s 305us/step - loss: 0.6813 - acc: 0.5645 - val_loss: 0.6809 - val_acc: 0.5702
Epoch 6/20

  100/38888 [..............................] - ETA: 8s - loss: 0.6964 - acc: 0.5300
  400/38888 [..............................] - ETA: 8s - loss: 0.6870 - acc: 0.5400
  700/38888 [..............................] - ETA: 8s - loss: 0.6862 - acc: 0.5500
 1000/38888 [..............................] - ETA: 8s - loss: 0.6838 - acc: 0.5600
 1300/38888 [>.............................] - ETA: 8s - loss: 0.6850 - acc: 0.5585
 1600/38888 [>.............................] - ETA: 8s - loss: 0.6858 - acc: 0.5556
 1800/38888 [>.............................] - ETA: 8s - loss: 0.6848 - acc: 0.5561
 2100/38888 [>.............................] - ETA: 8s - loss: 0.6833 - acc: 0.5633
 2400/38888 [>.............................] - ETA: 8s - loss: 0.6819 - acc: 0.5654
 2700/38888 [=>............................] - ETA: 8s - loss: 0.6800 - acc: 0.5696
 2900/38888 [=>............................] - ETA: 8s - loss: 0.6798 - acc: 0.5717
 3100/38888 [=>............................] - ETA: 8s - loss: 0.6786 - acc: 0.5745
 3300/38888 [=>............................] - ETA: 8s - loss: 0.6784 - acc: 0.5748
 3500/38888 [=>............................] - ETA: 8s - loss: 0.6786 - acc: 0.5740
 3800/38888 [=>............................] - ETA: 8s - loss: 0.6802 - acc: 0.5711
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6808 - acc: 0.5700
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6807 - acc: 0.5707
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6806 - acc: 0.5704
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6801 - acc: 0.5712
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6811 - acc: 0.5696
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6805 - acc: 0.5708
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6804 - acc: 0.5717
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6801 - acc: 0.5723
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6799 - acc: 0.5731
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6795 - acc: 0.5743
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6790 - acc: 0.5760
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6796 - acc: 0.5742
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6803 - acc: 0.5726
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6804 - acc: 0.5731
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6803 - acc: 0.5736
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6798 - acc: 0.5742
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6802 - acc: 0.5730
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6807 - acc: 0.5712
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5708
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6808 - acc: 0.5688
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6806 - acc: 0.5686
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6803 - acc: 0.5694
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5705
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6802 - acc: 0.5699
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6801 - acc: 0.5703
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6799 - acc: 0.5704
 9500/38888 [======>.......................] - ETA: 7s - loss: 0.6800 - acc: 0.5708
 9700/38888 [======>.......................] - ETA: 7s - loss: 0.6803 - acc: 0.5703
 9900/38888 [======>.......................] - ETA: 7s - loss: 0.6801 - acc: 0.5706
10100/38888 [======>.......................] - ETA: 7s - loss: 0.6804 - acc: 0.5703
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6806 - acc: 0.5693
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6807 - acc: 0.5690
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6809 - acc: 0.5686
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6811 - acc: 0.5680
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6811 - acc: 0.5679
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6810 - acc: 0.5683
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6811 - acc: 0.5675
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6810 - acc: 0.5679
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6810 - acc: 0.5672
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6811 - acc: 0.5665
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6812 - acc: 0.5663
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6812 - acc: 0.5657
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6813 - acc: 0.5651
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6812 - acc: 0.5646
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6813 - acc: 0.5644
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6813 - acc: 0.5647
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6812 - acc: 0.5647
13700/38888 [=========>....................] - ETA: 6s - loss: 0.6811 - acc: 0.5653
13900/38888 [=========>....................] - ETA: 6s - loss: 0.6811 - acc: 0.5651
14100/38888 [=========>....................] - ETA: 6s - loss: 0.6808 - acc: 0.5658
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6809 - acc: 0.5661
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6806 - acc: 0.5664
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6805 - acc: 0.5668
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6805 - acc: 0.5668
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6807 - acc: 0.5662
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6807 - acc: 0.5661
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6808 - acc: 0.5661
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6806 - acc: 0.5666
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6807 - acc: 0.5669
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6806 - acc: 0.5668
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6807 - acc: 0.5671
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6806 - acc: 0.5674
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6807 - acc: 0.5669
16900/38888 [============>.................] - ETA: 6s - loss: 0.6808 - acc: 0.5667
17100/38888 [============>.................] - ETA: 6s - loss: 0.6812 - acc: 0.5660
17300/38888 [============>.................] - ETA: 6s - loss: 0.6811 - acc: 0.5663
17500/38888 [============>.................] - ETA: 6s - loss: 0.6808 - acc: 0.5671
17700/38888 [============>.................] - ETA: 5s - loss: 0.6806 - acc: 0.5676
17900/38888 [============>.................] - ETA: 5s - loss: 0.6807 - acc: 0.5674
18100/38888 [============>.................] - ETA: 5s - loss: 0.6808 - acc: 0.5669
18300/38888 [=============>................] - ETA: 5s - loss: 0.6809 - acc: 0.5665
18500/38888 [=============>................] - ETA: 5s - loss: 0.6807 - acc: 0.5669
18700/38888 [=============>................] - ETA: 5s - loss: 0.6807 - acc: 0.5668
18900/38888 [=============>................] - ETA: 5s - loss: 0.6806 - acc: 0.5669
19100/38888 [=============>................] - ETA: 5s - loss: 0.6807 - acc: 0.5667
19300/38888 [=============>................] - ETA: 5s - loss: 0.6807 - acc: 0.5670
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6807 - acc: 0.5669
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6809 - acc: 0.5664
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6809 - acc: 0.5662
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6808 - acc: 0.5667
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6808 - acc: 0.5664
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6806 - acc: 0.5672
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6808 - acc: 0.5669
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6807 - acc: 0.5672
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6806 - acc: 0.5673
21300/38888 [===============>..............] - ETA: 4s - loss: 0.6806 - acc: 0.5673
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6805 - acc: 0.5675
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6804 - acc: 0.5674
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6805 - acc: 0.5675
22100/38888 [================>.............] - ETA: 4s - loss: 0.6804 - acc: 0.5676
22300/38888 [================>.............] - ETA: 4s - loss: 0.6805 - acc: 0.5674
22500/38888 [================>.............] - ETA: 4s - loss: 0.6804 - acc: 0.5673
22700/38888 [================>.............] - ETA: 4s - loss: 0.6803 - acc: 0.5674
22900/38888 [================>.............] - ETA: 4s - loss: 0.6804 - acc: 0.5673
23200/38888 [================>.............] - ETA: 4s - loss: 0.6802 - acc: 0.5676
23400/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5677
23600/38888 [=================>............] - ETA: 4s - loss: 0.6800 - acc: 0.5678
23800/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5679
24000/38888 [=================>............] - ETA: 4s - loss: 0.6800 - acc: 0.5680
24200/38888 [=================>............] - ETA: 4s - loss: 0.6800 - acc: 0.5681
24400/38888 [=================>............] - ETA: 4s - loss: 0.6799 - acc: 0.5682
24600/38888 [=================>............] - ETA: 4s - loss: 0.6799 - acc: 0.5684
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6797 - acc: 0.5688
25000/38888 [==================>...........] - ETA: 3s - loss: 0.6800 - acc: 0.5684
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6800 - acc: 0.5685
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6801 - acc: 0.5683
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6802 - acc: 0.5684
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6802 - acc: 0.5685
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6801 - acc: 0.5687
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6800 - acc: 0.5692
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6802 - acc: 0.5685
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5683
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5680
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6805 - acc: 0.5675
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5672
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5671
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5669
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6807 - acc: 0.5668
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5672
28500/38888 [====================>.........] - ETA: 2s - loss: 0.6808 - acc: 0.5666
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6808 - acc: 0.5664
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6809 - acc: 0.5661
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6808 - acc: 0.5664
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6809 - acc: 0.5662
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6808 - acc: 0.5666
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6808 - acc: 0.5666
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6807 - acc: 0.5667
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6808 - acc: 0.5665
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6808 - acc: 0.5664
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6808 - acc: 0.5661
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6807 - acc: 0.5666
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6807 - acc: 0.5665
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6807 - acc: 0.5663
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6807 - acc: 0.5665
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6807 - acc: 0.5665
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6808 - acc: 0.5661
31900/38888 [=======================>......] - ETA: 1s - loss: 0.6807 - acc: 0.5662
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6807 - acc: 0.5663
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6808 - acc: 0.5659
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6806 - acc: 0.5663
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6806 - acc: 0.5663
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6805 - acc: 0.5664
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6805 - acc: 0.5666
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6805 - acc: 0.5668
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6806 - acc: 0.5665
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6805 - acc: 0.5666
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6805 - acc: 0.5664
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6806 - acc: 0.5663
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6806 - acc: 0.5662
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6807 - acc: 0.5659
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6807 - acc: 0.5658
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6807 - acc: 0.5657
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6807 - acc: 0.5659
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6806 - acc: 0.5660
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6806 - acc: 0.5665
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6806 - acc: 0.5665
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6807 - acc: 0.5661
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6808 - acc: 0.5659
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6807 - acc: 0.5660
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6807 - acc: 0.5661
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6806 - acc: 0.5662
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6805 - acc: 0.5664
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6807 - acc: 0.5663
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6807 - acc: 0.5662
37600/38888 [============================>.] - ETA: 0s - loss: 0.6805 - acc: 0.5664
37800/38888 [============================>.] - ETA: 0s - loss: 0.6805 - acc: 0.5664
38000/38888 [============================>.] - ETA: 0s - loss: 0.6806 - acc: 0.5662
38200/38888 [============================>.] - ETA: 0s - loss: 0.6806 - acc: 0.5661
38400/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5660
38600/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5661
38800/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5661
38888/38888 [==============================] - 12s 305us/step - loss: 0.6807 - acc: 0.5660 - val_loss: 0.6793 - val_acc: 0.5741
Epoch 7/20

  100/38888 [..............................] - ETA: 9s - loss: 0.7177 - acc: 0.4500
  400/38888 [..............................] - ETA: 8s - loss: 0.6967 - acc: 0.4950
  700/38888 [..............................] - ETA: 8s - loss: 0.6903 - acc: 0.5300
 1000/38888 [..............................] - ETA: 8s - loss: 0.6880 - acc: 0.5370
 1200/38888 [..............................] - ETA: 9s - loss: 0.6863 - acc: 0.5450
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6840 - acc: 0.5480
 1800/38888 [>.............................] - ETA: 8s - loss: 0.6854 - acc: 0.5433
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6869 - acc: 0.5355
 2300/38888 [>.............................] - ETA: 8s - loss: 0.6864 - acc: 0.5413
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6865 - acc: 0.5392
 2800/38888 [=>............................] - ETA: 8s - loss: 0.6844 - acc: 0.5429
 3000/38888 [=>............................] - ETA: 8s - loss: 0.6833 - acc: 0.5467
 3200/38888 [=>............................] - ETA: 8s - loss: 0.6841 - acc: 0.5444
 3400/38888 [=>............................] - ETA: 8s - loss: 0.6833 - acc: 0.5471
 3600/38888 [=>............................] - ETA: 8s - loss: 0.6832 - acc: 0.5464
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6834 - acc: 0.5449
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6826 - acc: 0.5467
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6833 - acc: 0.5452
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6827 - acc: 0.5485
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6833 - acc: 0.5469
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6824 - acc: 0.5488
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6823 - acc: 0.5491
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6821 - acc: 0.5498
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6828 - acc: 0.5496
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6826 - acc: 0.5503
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6824 - acc: 0.5511
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6821 - acc: 0.5508
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6819 - acc: 0.5517
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6823 - acc: 0.5512
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6828 - acc: 0.5507
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6820 - acc: 0.5524
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6830 - acc: 0.5510
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6830 - acc: 0.5513
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6829 - acc: 0.5517
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6830 - acc: 0.5511
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6830 - acc: 0.5504
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6830 - acc: 0.5513
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6829 - acc: 0.5514
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6828 - acc: 0.5512
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6830 - acc: 0.5507
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6833 - acc: 0.5504
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6833 - acc: 0.5511
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6835 - acc: 0.5505
10000/38888 [======>.......................] - ETA: 7s - loss: 0.6835 - acc: 0.5510
10200/38888 [======>.......................] - ETA: 7s - loss: 0.6837 - acc: 0.5509
10400/38888 [=======>......................] - ETA: 7s - loss: 0.6833 - acc: 0.5518
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6830 - acc: 0.5537
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6831 - acc: 0.5543
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6829 - acc: 0.5552
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6831 - acc: 0.5538
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6831 - acc: 0.5540
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6831 - acc: 0.5537
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6831 - acc: 0.5539
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6828 - acc: 0.5543
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6824 - acc: 0.5558
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6823 - acc: 0.5571
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6824 - acc: 0.5570
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6821 - acc: 0.5573
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6820 - acc: 0.5578
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6823 - acc: 0.5578
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6823 - acc: 0.5577
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6823 - acc: 0.5576
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6822 - acc: 0.5580
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6825 - acc: 0.5578
14200/38888 [=========>....................] - ETA: 6s - loss: 0.6825 - acc: 0.5583
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6825 - acc: 0.5587
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6824 - acc: 0.5599
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6824 - acc: 0.5599
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6825 - acc: 0.5589
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6824 - acc: 0.5593
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6824 - acc: 0.5595
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6823 - acc: 0.5597
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6823 - acc: 0.5596
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6821 - acc: 0.5604
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6822 - acc: 0.5600
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6824 - acc: 0.5595
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6825 - acc: 0.5588
16900/38888 [============>.................] - ETA: 6s - loss: 0.6825 - acc: 0.5587
17100/38888 [============>.................] - ETA: 6s - loss: 0.6825 - acc: 0.5586
17300/38888 [============>.................] - ETA: 6s - loss: 0.6826 - acc: 0.5581
17600/38888 [============>.................] - ETA: 6s - loss: 0.6823 - acc: 0.5592
17800/38888 [============>.................] - ETA: 5s - loss: 0.6822 - acc: 0.5597
18000/38888 [============>.................] - ETA: 5s - loss: 0.6822 - acc: 0.5597
18200/38888 [=============>................] - ETA: 5s - loss: 0.6821 - acc: 0.5605
18400/38888 [=============>................] - ETA: 5s - loss: 0.6821 - acc: 0.5602
18600/38888 [=============>................] - ETA: 5s - loss: 0.6819 - acc: 0.5610
18800/38888 [=============>................] - ETA: 5s - loss: 0.6821 - acc: 0.5603
19000/38888 [=============>................] - ETA: 5s - loss: 0.6822 - acc: 0.5608
19200/38888 [=============>................] - ETA: 5s - loss: 0.6821 - acc: 0.5611
19400/38888 [=============>................] - ETA: 5s - loss: 0.6822 - acc: 0.5611
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6821 - acc: 0.5614
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5613
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6821 - acc: 0.5616
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5612
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5618
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6822 - acc: 0.5621
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6822 - acc: 0.5619
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6823 - acc: 0.5616
21300/38888 [===============>..............] - ETA: 4s - loss: 0.6823 - acc: 0.5617
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6824 - acc: 0.5614
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6822 - acc: 0.5616
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6822 - acc: 0.5616
22100/38888 [================>.............] - ETA: 4s - loss: 0.6821 - acc: 0.5620
22300/38888 [================>.............] - ETA: 4s - loss: 0.6822 - acc: 0.5619
22500/38888 [================>.............] - ETA: 4s - loss: 0.6823 - acc: 0.5620
22700/38888 [================>.............] - ETA: 4s - loss: 0.6823 - acc: 0.5619
22900/38888 [================>.............] - ETA: 4s - loss: 0.6823 - acc: 0.5624
23100/38888 [================>.............] - ETA: 4s - loss: 0.6822 - acc: 0.5627
23300/38888 [================>.............] - ETA: 4s - loss: 0.6822 - acc: 0.5625
23500/38888 [=================>............] - ETA: 4s - loss: 0.6821 - acc: 0.5627
23700/38888 [=================>............] - ETA: 4s - loss: 0.6822 - acc: 0.5626
23900/38888 [=================>............] - ETA: 4s - loss: 0.6822 - acc: 0.5623
24100/38888 [=================>............] - ETA: 4s - loss: 0.6823 - acc: 0.5622
24300/38888 [=================>............] - ETA: 4s - loss: 0.6821 - acc: 0.5626
24500/38888 [=================>............] - ETA: 4s - loss: 0.6821 - acc: 0.5628
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6822 - acc: 0.5626
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6821 - acc: 0.5630
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6819 - acc: 0.5637
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6820 - acc: 0.5634
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6819 - acc: 0.5636
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6819 - acc: 0.5637
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6821 - acc: 0.5633
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6820 - acc: 0.5634
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6820 - acc: 0.5634
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6819 - acc: 0.5638
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6819 - acc: 0.5638
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6817 - acc: 0.5642
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6816 - acc: 0.5646
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5644
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6815 - acc: 0.5649
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6815 - acc: 0.5651
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6815 - acc: 0.5649
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6816 - acc: 0.5648
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6815 - acc: 0.5650
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6815 - acc: 0.5651
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6816 - acc: 0.5649
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6815 - acc: 0.5650
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6814 - acc: 0.5652
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6813 - acc: 0.5658
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6814 - acc: 0.5656
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6813 - acc: 0.5659
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6813 - acc: 0.5662
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6811 - acc: 0.5665
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6812 - acc: 0.5664
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6813 - acc: 0.5662
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6814 - acc: 0.5659
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6814 - acc: 0.5660
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6815 - acc: 0.5657
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6814 - acc: 0.5659
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6814 - acc: 0.5656
32000/38888 [=======================>......] - ETA: 1s - loss: 0.6815 - acc: 0.5656
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6815 - acc: 0.5657
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6814 - acc: 0.5658
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6815 - acc: 0.5655
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6814 - acc: 0.5659
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6814 - acc: 0.5660
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6814 - acc: 0.5658
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6814 - acc: 0.5658
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6814 - acc: 0.5658
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6813 - acc: 0.5660
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6813 - acc: 0.5656
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6814 - acc: 0.5655
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6813 - acc: 0.5657
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6813 - acc: 0.5653
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6812 - acc: 0.5656
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6811 - acc: 0.5658
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6811 - acc: 0.5655
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6811 - acc: 0.5656
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6812 - acc: 0.5654
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6812 - acc: 0.5653
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6811 - acc: 0.5654
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5651
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6813 - acc: 0.5649
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6813 - acc: 0.5647
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5649
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5649
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6812 - acc: 0.5651
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6810 - acc: 0.5655
37700/38888 [============================>.] - ETA: 0s - loss: 0.6810 - acc: 0.5654
37900/38888 [============================>.] - ETA: 0s - loss: 0.6808 - acc: 0.5660
38100/38888 [============================>.] - ETA: 0s - loss: 0.6808 - acc: 0.5660
38300/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5662
38500/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5662
38700/38888 [============================>.] - ETA: 0s - loss: 0.6807 - acc: 0.5662
38888/38888 [==============================] - 12s 307us/step - loss: 0.6807 - acc: 0.5662 - val_loss: 0.6778 - val_acc: 0.5741
Epoch 8/20

  100/38888 [..............................] - ETA: 9s - loss: 0.7100 - acc: 0.5700
  400/38888 [..............................] - ETA: 9s - loss: 0.6789 - acc: 0.5800
  700/38888 [..............................] - ETA: 9s - loss: 0.6746 - acc: 0.5857
  900/38888 [..............................] - ETA: 9s - loss: 0.6753 - acc: 0.5878
 1100/38888 [..............................] - ETA: 9s - loss: 0.6773 - acc: 0.5855
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6790 - acc: 0.5829
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6807 - acc: 0.5744
 1800/38888 [>.............................] - ETA: 9s - loss: 0.6811 - acc: 0.5717
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6801 - acc: 0.5715
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6798 - acc: 0.5709
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6796 - acc: 0.5733
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6810 - acc: 0.5719
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6817 - acc: 0.5714
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6808 - acc: 0.5742
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6803 - acc: 0.5748
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6794 - acc: 0.5749
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6790 - acc: 0.5743
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6784 - acc: 0.5769
 4100/38888 [==>...........................] - ETA: 9s - loss: 0.6790 - acc: 0.5768
 4300/38888 [==>...........................] - ETA: 9s - loss: 0.6786 - acc: 0.5772
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6802 - acc: 0.5722
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6789 - acc: 0.5750
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6786 - acc: 0.5750
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6784 - acc: 0.5750
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6782 - acc: 0.5744
 5600/38888 [===>..........................] - ETA: 9s - loss: 0.6793 - acc: 0.5739
 5800/38888 [===>..........................] - ETA: 9s - loss: 0.6793 - acc: 0.5743
 6000/38888 [===>..........................] - ETA: 9s - loss: 0.6790 - acc: 0.5747
 6200/38888 [===>..........................] - ETA: 9s - loss: 0.6793 - acc: 0.5737
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6791 - acc: 0.5745
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6791 - acc: 0.5733
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6795 - acc: 0.5728
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6797 - acc: 0.5720
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6795 - acc: 0.5722
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6798 - acc: 0.5703
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6796 - acc: 0.5712
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6798 - acc: 0.5704
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6800 - acc: 0.5688
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6800 - acc: 0.5694
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6799 - acc: 0.5693
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6803 - acc: 0.5676
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6807 - acc: 0.5662
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6807 - acc: 0.5663
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6807 - acc: 0.5669
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6809 - acc: 0.5656
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6810 - acc: 0.5653
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6807 - acc: 0.5660
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6807 - acc: 0.5663
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6804 - acc: 0.5678
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6808 - acc: 0.5671
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6809 - acc: 0.5667
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6809 - acc: 0.5661
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6810 - acc: 0.5657
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6812 - acc: 0.5654
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6813 - acc: 0.5649
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6814 - acc: 0.5642
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6814 - acc: 0.5642
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6814 - acc: 0.5645
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6813 - acc: 0.5646
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6812 - acc: 0.5651
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6812 - acc: 0.5652
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6813 - acc: 0.5651
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6811 - acc: 0.5654
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6812 - acc: 0.5651
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6810 - acc: 0.5660
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6810 - acc: 0.5656
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6813 - acc: 0.5649
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6812 - acc: 0.5653
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6809 - acc: 0.5661
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6808 - acc: 0.5659
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6808 - acc: 0.5664
15000/38888 [==========>...................] - ETA: 7s - loss: 0.6807 - acc: 0.5664
15200/38888 [==========>...................] - ETA: 7s - loss: 0.6805 - acc: 0.5667
15400/38888 [==========>...................] - ETA: 7s - loss: 0.6804 - acc: 0.5669
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6803 - acc: 0.5672
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6802 - acc: 0.5677
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6801 - acc: 0.5677
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6797 - acc: 0.5683
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6802 - acc: 0.5674
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6803 - acc: 0.5669
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6804 - acc: 0.5662
17000/38888 [============>.................] - ETA: 6s - loss: 0.6802 - acc: 0.5666
17200/38888 [============>.................] - ETA: 6s - loss: 0.6802 - acc: 0.5666
17400/38888 [============>.................] - ETA: 6s - loss: 0.6802 - acc: 0.5671
17600/38888 [============>.................] - ETA: 6s - loss: 0.6802 - acc: 0.5672
17800/38888 [============>.................] - ETA: 6s - loss: 0.6801 - acc: 0.5671
18000/38888 [============>.................] - ETA: 6s - loss: 0.6800 - acc: 0.5676
18200/38888 [=============>................] - ETA: 6s - loss: 0.6798 - acc: 0.5676
18400/38888 [=============>................] - ETA: 6s - loss: 0.6797 - acc: 0.5678
18700/38888 [=============>................] - ETA: 6s - loss: 0.6795 - acc: 0.5681
18900/38888 [=============>................] - ETA: 5s - loss: 0.6796 - acc: 0.5680
19100/38888 [=============>................] - ETA: 5s - loss: 0.6800 - acc: 0.5673
19300/38888 [=============>................] - ETA: 5s - loss: 0.6800 - acc: 0.5675
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6800 - acc: 0.5675
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6801 - acc: 0.5672
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6799 - acc: 0.5673
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6799 - acc: 0.5674
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6798 - acc: 0.5676
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6798 - acc: 0.5675
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6800 - acc: 0.5675
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6798 - acc: 0.5680
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6799 - acc: 0.5679
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6800 - acc: 0.5672
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6800 - acc: 0.5672
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6799 - acc: 0.5673
22000/38888 [===============>..............] - ETA: 5s - loss: 0.6798 - acc: 0.5677
22200/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5677
22400/38888 [================>.............] - ETA: 4s - loss: 0.6799 - acc: 0.5674
22600/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5677
22800/38888 [================>.............] - ETA: 4s - loss: 0.6798 - acc: 0.5679
23000/38888 [================>.............] - ETA: 4s - loss: 0.6798 - acc: 0.5680
23200/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5683
23400/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5687
23600/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5687
23800/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5686
24000/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5690
24200/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5684
24400/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5685
24600/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5685
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6797 - acc: 0.5687
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6798 - acc: 0.5686
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6797 - acc: 0.5689
25400/38888 [==================>...........] - ETA: 4s - loss: 0.6798 - acc: 0.5685
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6800 - acc: 0.5678
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6799 - acc: 0.5679
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6800 - acc: 0.5677
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5679
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6800 - acc: 0.5678
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5678
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5678
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5678
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6799 - acc: 0.5677
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6798 - acc: 0.5681
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6796 - acc: 0.5683
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6796 - acc: 0.5685
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6796 - acc: 0.5685
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6798 - acc: 0.5682
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6798 - acc: 0.5683
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6798 - acc: 0.5682
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6798 - acc: 0.5682
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6796 - acc: 0.5689
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6796 - acc: 0.5689
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6795 - acc: 0.5692
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6796 - acc: 0.5689
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6796 - acc: 0.5687
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6796 - acc: 0.5687
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6795 - acc: 0.5688
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6796 - acc: 0.5687
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6795 - acc: 0.5692
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6797 - acc: 0.5686
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6797 - acc: 0.5685
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6797 - acc: 0.5683
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6796 - acc: 0.5685
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6796 - acc: 0.5686
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6795 - acc: 0.5688
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6794 - acc: 0.5689
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6794 - acc: 0.5690
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6794 - acc: 0.5688
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6794 - acc: 0.5688
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6795 - acc: 0.5688
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6797 - acc: 0.5685
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6798 - acc: 0.5682
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6797 - acc: 0.5683
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6797 - acc: 0.5683
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6797 - acc: 0.5682
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6796 - acc: 0.5683
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6796 - acc: 0.5683
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6795 - acc: 0.5686
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6796 - acc: 0.5684
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6796 - acc: 0.5684
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6796 - acc: 0.5684
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6797 - acc: 0.5681
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6797 - acc: 0.5681
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6798 - acc: 0.5681
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6798 - acc: 0.5680
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6797 - acc: 0.5680
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6798 - acc: 0.5679
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6799 - acc: 0.5677
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6799 - acc: 0.5677
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6798 - acc: 0.5678
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6799 - acc: 0.5677
37600/38888 [============================>.] - ETA: 0s - loss: 0.6799 - acc: 0.5677
37800/38888 [============================>.] - ETA: 0s - loss: 0.6800 - acc: 0.5674
38000/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5673
38200/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5672
38400/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5672
38600/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5674
38800/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5672
38888/38888 [==============================] - 12s 310us/step - loss: 0.6801 - acc: 0.5673 - val_loss: 0.6806 - val_acc: 0.5723
Epoch 9/20

  100/38888 [..............................] - ETA: 12s - loss: 0.6641 - acc: 0.6000
  400/38888 [..............................] - ETA: 10s - loss: 0.6842 - acc: 0.5475
  600/38888 [..............................] - ETA: 10s - loss: 0.6793 - acc: 0.5633
  800/38888 [..............................] - ETA: 10s - loss: 0.6771 - acc: 0.5788
 1000/38888 [..............................] - ETA: 10s - loss: 0.6755 - acc: 0.5820
 1200/38888 [..............................] - ETA: 10s - loss: 0.6739 - acc: 0.5867
 1400/38888 [>.............................] - ETA: 10s - loss: 0.6745 - acc: 0.5857
 1600/38888 [>.............................] - ETA: 10s - loss: 0.6793 - acc: 0.5744
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6806 - acc: 0.5642 
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6795 - acc: 0.5643
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6780 - acc: 0.5691
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6791 - acc: 0.5658
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6804 - acc: 0.5621
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6805 - acc: 0.5623
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6815 - acc: 0.5632
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6805 - acc: 0.5654
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6800 - acc: 0.5695
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6803 - acc: 0.5652
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6802 - acc: 0.5642
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6803 - acc: 0.5658
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6795 - acc: 0.5678
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6790 - acc: 0.5700
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6790 - acc: 0.5683
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6791 - acc: 0.5682
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6794 - acc: 0.5674
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6794 - acc: 0.5662
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6798 - acc: 0.5656
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6799 - acc: 0.5647
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6801 - acc: 0.5647
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6800 - acc: 0.5644
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6799 - acc: 0.5643
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6803 - acc: 0.5636
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6806 - acc: 0.5622
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6807 - acc: 0.5624
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6803 - acc: 0.5635
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6806 - acc: 0.5625
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5634
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5650
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5655
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5656
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6798 - acc: 0.5666
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6797 - acc: 0.5672
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6796 - acc: 0.5672
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6790 - acc: 0.5685
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6791 - acc: 0.5686
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6793 - acc: 0.5691
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6794 - acc: 0.5689
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6793 - acc: 0.5688
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6798 - acc: 0.5683
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6796 - acc: 0.5693
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6795 - acc: 0.5693
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6793 - acc: 0.5695
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6793 - acc: 0.5688
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6794 - acc: 0.5680
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6795 - acc: 0.5676
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6793 - acc: 0.5675
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6793 - acc: 0.5673
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6791 - acc: 0.5685
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6791 - acc: 0.5684
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5698
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6790 - acc: 0.5696
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6793 - acc: 0.5692
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5691
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5689
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6790 - acc: 0.5692
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6793 - acc: 0.5687
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6792 - acc: 0.5687
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6792 - acc: 0.5690
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6793 - acc: 0.5688
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6792 - acc: 0.5687
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5698
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5702
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6789 - acc: 0.5697
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5692
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6792 - acc: 0.5686
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6791 - acc: 0.5693
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5698
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5701
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5702
16900/38888 [============>.................] - ETA: 6s - loss: 0.6790 - acc: 0.5701
17100/38888 [============>.................] - ETA: 6s - loss: 0.6790 - acc: 0.5702
17300/38888 [============>.................] - ETA: 6s - loss: 0.6789 - acc: 0.5702
17500/38888 [============>.................] - ETA: 6s - loss: 0.6787 - acc: 0.5704
17700/38888 [============>.................] - ETA: 6s - loss: 0.6788 - acc: 0.5703
17900/38888 [============>.................] - ETA: 5s - loss: 0.6790 - acc: 0.5697
18100/38888 [============>.................] - ETA: 5s - loss: 0.6790 - acc: 0.5697
18300/38888 [=============>................] - ETA: 5s - loss: 0.6789 - acc: 0.5699
18500/38888 [=============>................] - ETA: 5s - loss: 0.6790 - acc: 0.5695
18700/38888 [=============>................] - ETA: 5s - loss: 0.6789 - acc: 0.5700
18900/38888 [=============>................] - ETA: 5s - loss: 0.6789 - acc: 0.5695
19200/38888 [=============>................] - ETA: 5s - loss: 0.6790 - acc: 0.5694
19400/38888 [=============>................] - ETA: 5s - loss: 0.6786 - acc: 0.5706
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6786 - acc: 0.5709
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6785 - acc: 0.5706
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6786 - acc: 0.5704
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6786 - acc: 0.5707
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6787 - acc: 0.5701
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6787 - acc: 0.5700
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6788 - acc: 0.5698
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6790 - acc: 0.5687
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6790 - acc: 0.5688
21400/38888 [===============>..............] - ETA: 4s - loss: 0.6791 - acc: 0.5688
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6793 - acc: 0.5687
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6794 - acc: 0.5685
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6793 - acc: 0.5687
22200/38888 [================>.............] - ETA: 4s - loss: 0.6794 - acc: 0.5685
22400/38888 [================>.............] - ETA: 4s - loss: 0.6795 - acc: 0.5683
22600/38888 [================>.............] - ETA: 4s - loss: 0.6794 - acc: 0.5686
22800/38888 [================>.............] - ETA: 4s - loss: 0.6795 - acc: 0.5684
23000/38888 [================>.............] - ETA: 4s - loss: 0.6795 - acc: 0.5682
23200/38888 [================>.............] - ETA: 4s - loss: 0.6796 - acc: 0.5681
23400/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5680
23600/38888 [=================>............] - ETA: 4s - loss: 0.6797 - acc: 0.5680
23800/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5683
24000/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5683
24200/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5680
24400/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5683
24600/38888 [=================>............] - ETA: 4s - loss: 0.6796 - acc: 0.5679
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6797 - acc: 0.5678
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6796 - acc: 0.5680
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6798 - acc: 0.5679
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6797 - acc: 0.5681
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6797 - acc: 0.5682
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6799 - acc: 0.5679
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5681
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6798 - acc: 0.5685
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6798 - acc: 0.5686
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6799 - acc: 0.5686
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6797 - acc: 0.5690
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6796 - acc: 0.5691
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6796 - acc: 0.5693
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6797 - acc: 0.5690
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6797 - acc: 0.5691
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6798 - acc: 0.5690
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6797 - acc: 0.5694
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6798 - acc: 0.5691
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6797 - acc: 0.5694
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6797 - acc: 0.5696
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6798 - acc: 0.5695
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6798 - acc: 0.5694
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6799 - acc: 0.5689
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6800 - acc: 0.5687
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6800 - acc: 0.5689
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6800 - acc: 0.5691
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6800 - acc: 0.5691
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6800 - acc: 0.5693
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6800 - acc: 0.5691
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6800 - acc: 0.5690
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6799 - acc: 0.5694
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6799 - acc: 0.5696
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6798 - acc: 0.5697
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6799 - acc: 0.5695
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6797 - acc: 0.5697
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6796 - acc: 0.5701
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6796 - acc: 0.5702
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6797 - acc: 0.5702
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6796 - acc: 0.5705
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6797 - acc: 0.5699
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6798 - acc: 0.5697
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6799 - acc: 0.5695
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6799 - acc: 0.5692
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6800 - acc: 0.5691
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6800 - acc: 0.5691
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5690
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5690
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5691
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5690
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5691
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5691
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6802 - acc: 0.5688
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6802 - acc: 0.5686
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5686
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5686
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5688
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5689
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6803 - acc: 0.5688
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5690
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5692
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6803 - acc: 0.5688
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6803 - acc: 0.5687
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5690
37600/38888 [============================>.] - ETA: 0s - loss: 0.6802 - acc: 0.5691
37800/38888 [============================>.] - ETA: 0s - loss: 0.6802 - acc: 0.5688
38000/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5688
38200/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5689
38400/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5686
38600/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5685
38700/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5685
38800/38888 [============================>.] - ETA: 0s - loss: 0.6800 - acc: 0.5686
38888/38888 [==============================] - 13s 323us/step - loss: 0.6800 - acc: 0.5686 - val_loss: 0.6784 - val_acc: 0.5685
Epoch 10/20

  100/38888 [..............................] - ETA: 10s - loss: 0.7017 - acc: 0.4900
  300/38888 [..............................] - ETA: 11s - loss: 0.6823 - acc: 0.5533
  600/38888 [..............................] - ETA: 10s - loss: 0.6817 - acc: 0.5683
  800/38888 [..............................] - ETA: 9s - loss: 0.6848 - acc: 0.5663 
 1000/38888 [..............................] - ETA: 9s - loss: 0.6872 - acc: 0.5590
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6852 - acc: 0.5600
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6858 - acc: 0.5573
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6859 - acc: 0.5565
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6843 - acc: 0.5637
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6840 - acc: 0.5657
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6851 - acc: 0.5609
 2500/38888 [>.............................] - ETA: 9s - loss: 0.6841 - acc: 0.5608
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6839 - acc: 0.5604
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6834 - acc: 0.5629
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6831 - acc: 0.5624
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6831 - acc: 0.5617
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6830 - acc: 0.5613
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6821 - acc: 0.5638
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6829 - acc: 0.5621
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6824 - acc: 0.5648
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6827 - acc: 0.5637
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6820 - acc: 0.5640
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6815 - acc: 0.5660
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6820 - acc: 0.5656
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6819 - acc: 0.5656
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6821 - acc: 0.5642
 5900/38888 [===>..........................] - ETA: 9s - loss: 0.6820 - acc: 0.5647
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6816 - acc: 0.5654
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6813 - acc: 0.5668
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6811 - acc: 0.5675
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6805 - acc: 0.5687
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6809 - acc: 0.5672
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6805 - acc: 0.5677
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6801 - acc: 0.5686
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6800 - acc: 0.5683
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6804 - acc: 0.5674
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5672
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5672
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6807 - acc: 0.5672
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6810 - acc: 0.5661
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6809 - acc: 0.5661
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5671
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6807 - acc: 0.5659
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6804 - acc: 0.5673
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6802 - acc: 0.5675
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6803 - acc: 0.5674
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6804 - acc: 0.5668
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6803 - acc: 0.5675
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6806 - acc: 0.5665
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6806 - acc: 0.5667
10700/38888 [=======>......................] - ETA: 8s - loss: 0.6806 - acc: 0.5668
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6805 - acc: 0.5668
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6805 - acc: 0.5671
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6804 - acc: 0.5681
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6803 - acc: 0.5679
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6800 - acc: 0.5687
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6804 - acc: 0.5671
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6802 - acc: 0.5676
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6801 - acc: 0.5683
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6802 - acc: 0.5681
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6799 - acc: 0.5680
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6799 - acc: 0.5690
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6802 - acc: 0.5681
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6804 - acc: 0.5677
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6806 - acc: 0.5675
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6809 - acc: 0.5662
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6807 - acc: 0.5666
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6807 - acc: 0.5667
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6806 - acc: 0.5671
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6804 - acc: 0.5676
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6803 - acc: 0.5675
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6804 - acc: 0.5672
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6803 - acc: 0.5678
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6802 - acc: 0.5681
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6801 - acc: 0.5679
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6803 - acc: 0.5676
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6805 - acc: 0.5672
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6805 - acc: 0.5671
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6805 - acc: 0.5671
17000/38888 [============>.................] - ETA: 6s - loss: 0.6808 - acc: 0.5663
17200/38888 [============>.................] - ETA: 6s - loss: 0.6808 - acc: 0.5665
17400/38888 [============>.................] - ETA: 6s - loss: 0.6806 - acc: 0.5672
17600/38888 [============>.................] - ETA: 6s - loss: 0.6807 - acc: 0.5676
17800/38888 [============>.................] - ETA: 6s - loss: 0.6809 - acc: 0.5667
18000/38888 [============>.................] - ETA: 5s - loss: 0.6809 - acc: 0.5664
18200/38888 [=============>................] - ETA: 5s - loss: 0.6808 - acc: 0.5667
18400/38888 [=============>................] - ETA: 5s - loss: 0.6806 - acc: 0.5672
18600/38888 [=============>................] - ETA: 5s - loss: 0.6806 - acc: 0.5670
18800/38888 [=============>................] - ETA: 5s - loss: 0.6804 - acc: 0.5677
19000/38888 [=============>................] - ETA: 5s - loss: 0.6805 - acc: 0.5674
19200/38888 [=============>................] - ETA: 5s - loss: 0.6805 - acc: 0.5675
19400/38888 [=============>................] - ETA: 5s - loss: 0.6804 - acc: 0.5676
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6804 - acc: 0.5677
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6803 - acc: 0.5675
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6804 - acc: 0.5670
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6801 - acc: 0.5676
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6801 - acc: 0.5675
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6804 - acc: 0.5671
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6801 - acc: 0.5675
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6804 - acc: 0.5670
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6806 - acc: 0.5667
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6807 - acc: 0.5664
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6807 - acc: 0.5664
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6809 - acc: 0.5661
22100/38888 [================>.............] - ETA: 4s - loss: 0.6807 - acc: 0.5666
22300/38888 [================>.............] - ETA: 4s - loss: 0.6806 - acc: 0.5671
22500/38888 [================>.............] - ETA: 4s - loss: 0.6806 - acc: 0.5669
22700/38888 [================>.............] - ETA: 4s - loss: 0.6807 - acc: 0.5666
22900/38888 [================>.............] - ETA: 4s - loss: 0.6807 - acc: 0.5665
23100/38888 [================>.............] - ETA: 4s - loss: 0.6807 - acc: 0.5668
23300/38888 [================>.............] - ETA: 4s - loss: 0.6806 - acc: 0.5668
23500/38888 [=================>............] - ETA: 4s - loss: 0.6806 - acc: 0.5670
23700/38888 [=================>............] - ETA: 4s - loss: 0.6804 - acc: 0.5675
23900/38888 [=================>............] - ETA: 4s - loss: 0.6803 - acc: 0.5677
24100/38888 [=================>............] - ETA: 4s - loss: 0.6802 - acc: 0.5680
24300/38888 [=================>............] - ETA: 4s - loss: 0.6803 - acc: 0.5678
24500/38888 [=================>............] - ETA: 4s - loss: 0.6804 - acc: 0.5673
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6805 - acc: 0.5671
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6804 - acc: 0.5671
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6805 - acc: 0.5672
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6806 - acc: 0.5668
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6805 - acc: 0.5671
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6806 - acc: 0.5669
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6805 - acc: 0.5670
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6806 - acc: 0.5668
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6807 - acc: 0.5665
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6808 - acc: 0.5664
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6809 - acc: 0.5659
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6808 - acc: 0.5662
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6808 - acc: 0.5662
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5667
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5667
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5665
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6806 - acc: 0.5666
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6807 - acc: 0.5666
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6807 - acc: 0.5665
28600/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5667
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6807 - acc: 0.5665
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5667
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5665
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5666
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5665
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6806 - acc: 0.5664
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6806 - acc: 0.5664
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6806 - acc: 0.5661
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5665
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6804 - acc: 0.5665
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6804 - acc: 0.5663
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6805 - acc: 0.5661
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5663
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5660
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5660
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6805 - acc: 0.5660
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6806 - acc: 0.5658
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6805 - acc: 0.5659
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6805 - acc: 0.5660
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6805 - acc: 0.5660
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6804 - acc: 0.5662
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6803 - acc: 0.5666
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6802 - acc: 0.5670
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6801 - acc: 0.5672
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6801 - acc: 0.5674
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5671
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6800 - acc: 0.5673
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6801 - acc: 0.5675
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6802 - acc: 0.5673
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6802 - acc: 0.5673
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6802 - acc: 0.5675
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6802 - acc: 0.5674
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6803 - acc: 0.5671
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6801 - acc: 0.5675
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6801 - acc: 0.5677
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5674
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6802 - acc: 0.5675
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6803 - acc: 0.5671
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5671
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6803 - acc: 0.5670
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5670
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6802 - acc: 0.5671
37600/38888 [============================>.] - ETA: 0s - loss: 0.6802 - acc: 0.5669
37800/38888 [============================>.] - ETA: 0s - loss: 0.6801 - acc: 0.5673
38000/38888 [============================>.] - ETA: 0s - loss: 0.6800 - acc: 0.5676
38200/38888 [============================>.] - ETA: 0s - loss: 0.6799 - acc: 0.5678
38500/38888 [============================>.] - ETA: 0s - loss: 0.6800 - acc: 0.5678
38700/38888 [============================>.] - ETA: 0s - loss: 0.6799 - acc: 0.5679
38888/38888 [==============================] - 12s 303us/step - loss: 0.6799 - acc: 0.5678 - val_loss: 0.6785 - val_acc: 0.5692
Epoch 11/20

  100/38888 [..............................] - ETA: 10s - loss: 0.7121 - acc: 0.5200
  300/38888 [..............................] - ETA: 9s - loss: 0.6971 - acc: 0.5633 
  600/38888 [..............................] - ETA: 9s - loss: 0.6887 - acc: 0.5700
  800/38888 [..............................] - ETA: 9s - loss: 0.6889 - acc: 0.5650
 1100/38888 [..............................] - ETA: 9s - loss: 0.6876 - acc: 0.5700
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6851 - acc: 0.5746
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6835 - acc: 0.5753
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6832 - acc: 0.5741
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6818 - acc: 0.5740
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6805 - acc: 0.5765
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6819 - acc: 0.5688
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6807 - acc: 0.5721
 3200/38888 [=>............................] - ETA: 8s - loss: 0.6801 - acc: 0.5719
 3500/38888 [=>............................] - ETA: 8s - loss: 0.6801 - acc: 0.5700
 3700/38888 [=>............................] - ETA: 8s - loss: 0.6807 - acc: 0.5676
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6804 - acc: 0.5674
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6802 - acc: 0.5671
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6805 - acc: 0.5650
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6790 - acc: 0.5698
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6785 - acc: 0.5708
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6784 - acc: 0.5724
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6773 - acc: 0.5747
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6769 - acc: 0.5745
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6774 - acc: 0.5730
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6776 - acc: 0.5747
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6769 - acc: 0.5757
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6773 - acc: 0.5759
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6774 - acc: 0.5755
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6771 - acc: 0.5754
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6772 - acc: 0.5752
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5749
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6773 - acc: 0.5756
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5741
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6771 - acc: 0.5751
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6770 - acc: 0.5754
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6769 - acc: 0.5763
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6771 - acc: 0.5747
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6772 - acc: 0.5748
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6769 - acc: 0.5744
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6772 - acc: 0.5745
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6772 - acc: 0.5746
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6777 - acc: 0.5737
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6772 - acc: 0.5748
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6774 - acc: 0.5741
 9900/38888 [======>.......................] - ETA: 7s - loss: 0.6779 - acc: 0.5730
10100/38888 [======>.......................] - ETA: 7s - loss: 0.6779 - acc: 0.5732
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6778 - acc: 0.5730
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6782 - acc: 0.5721
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6787 - acc: 0.5708
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6789 - acc: 0.5705
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6788 - acc: 0.5713
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6786 - acc: 0.5719
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6786 - acc: 0.5723
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5713
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6789 - acc: 0.5706
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5712
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5711
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5714
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6789 - acc: 0.5713
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6787 - acc: 0.5719
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6789 - acc: 0.5716
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5711
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6788 - acc: 0.5715
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6787 - acc: 0.5717
14000/38888 [=========>....................] - ETA: 6s - loss: 0.6786 - acc: 0.5721
14200/38888 [=========>....................] - ETA: 6s - loss: 0.6784 - acc: 0.5725
14400/38888 [==========>...................] - ETA: 6s - loss: 0.6781 - acc: 0.5731
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6783 - acc: 0.5729
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5721
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6790 - acc: 0.5713
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6794 - acc: 0.5706
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6790 - acc: 0.5718
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6791 - acc: 0.5713
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6792 - acc: 0.5708
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6794 - acc: 0.5704
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6796 - acc: 0.5702
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6794 - acc: 0.5704
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6793 - acc: 0.5711
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6794 - acc: 0.5703
17000/38888 [============>.................] - ETA: 6s - loss: 0.6795 - acc: 0.5699
17200/38888 [============>.................] - ETA: 6s - loss: 0.6796 - acc: 0.5695
17400/38888 [============>.................] - ETA: 6s - loss: 0.6797 - acc: 0.5690
17700/38888 [============>.................] - ETA: 6s - loss: 0.6797 - acc: 0.5688
17900/38888 [============>.................] - ETA: 5s - loss: 0.6797 - acc: 0.5688
18100/38888 [============>.................] - ETA: 5s - loss: 0.6797 - acc: 0.5686
18300/38888 [=============>................] - ETA: 5s - loss: 0.6799 - acc: 0.5677
18500/38888 [=============>................] - ETA: 5s - loss: 0.6799 - acc: 0.5680
18700/38888 [=============>................] - ETA: 5s - loss: 0.6798 - acc: 0.5686
19000/38888 [=============>................] - ETA: 5s - loss: 0.6797 - acc: 0.5692
19200/38888 [=============>................] - ETA: 5s - loss: 0.6796 - acc: 0.5692
19400/38888 [=============>................] - ETA: 5s - loss: 0.6796 - acc: 0.5694
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6796 - acc: 0.5692
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6797 - acc: 0.5690
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6798 - acc: 0.5683
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6798 - acc: 0.5682
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6798 - acc: 0.5683
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6797 - acc: 0.5685
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6797 - acc: 0.5685
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6796 - acc: 0.5687
21400/38888 [===============>..............] - ETA: 4s - loss: 0.6794 - acc: 0.5691
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6795 - acc: 0.5689
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6796 - acc: 0.5685
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6796 - acc: 0.5682
22200/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5683
22400/38888 [================>.............] - ETA: 4s - loss: 0.6797 - acc: 0.5680
22600/38888 [================>.............] - ETA: 4s - loss: 0.6799 - acc: 0.5677
22800/38888 [================>.............] - ETA: 4s - loss: 0.6800 - acc: 0.5678
23000/38888 [================>.............] - ETA: 4s - loss: 0.6800 - acc: 0.5678
23200/38888 [================>.............] - ETA: 4s - loss: 0.6800 - acc: 0.5678
23400/38888 [=================>............] - ETA: 4s - loss: 0.6802 - acc: 0.5674
23600/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5678
23800/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5679
24000/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5681
24200/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5680
24400/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5681
24600/38888 [=================>............] - ETA: 4s - loss: 0.6801 - acc: 0.5683
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6801 - acc: 0.5683
25000/38888 [==================>...........] - ETA: 3s - loss: 0.6802 - acc: 0.5682
25200/38888 [==================>...........] - ETA: 3s - loss: 0.6801 - acc: 0.5684
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6800 - acc: 0.5685
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6799 - acc: 0.5688
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6799 - acc: 0.5689
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6800 - acc: 0.5687
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6801 - acc: 0.5686
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6801 - acc: 0.5684
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6801 - acc: 0.5685
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6802 - acc: 0.5683
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6803 - acc: 0.5680
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6802 - acc: 0.5681
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6802 - acc: 0.5680
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6801 - acc: 0.5683
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6801 - acc: 0.5684
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6801 - acc: 0.5684
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6801 - acc: 0.5684
28500/38888 [====================>.........] - ETA: 2s - loss: 0.6801 - acc: 0.5682
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6799 - acc: 0.5690
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6799 - acc: 0.5688
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6800 - acc: 0.5682
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6800 - acc: 0.5685
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6799 - acc: 0.5687
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6799 - acc: 0.5688
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6798 - acc: 0.5691
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30300/38888 [======================>.......] - ETA: 2s - loss: 0.6797 - acc: 0.5694
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6797 - acc: 0.5694
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6796 - acc: 0.5698
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31100/38888 [======================>.......] - ETA: 2s - loss: 0.6795 - acc: 0.5700
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31500/38888 [=======================>......] - ETA: 2s - loss: 0.6794 - acc: 0.5703
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31900/38888 [=======================>......] - ETA: 2s - loss: 0.6795 - acc: 0.5703
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6795 - acc: 0.5702
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6795 - acc: 0.5706
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6794 - acc: 0.5705
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6793 - acc: 0.5706
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6793 - acc: 0.5706
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6794 - acc: 0.5703
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6793 - acc: 0.5704
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6793 - acc: 0.5699
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6794 - acc: 0.5698
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6795 - acc: 0.5696
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6795 - acc: 0.5696
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6795 - acc: 0.5699
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6794 - acc: 0.5699
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6794 - acc: 0.5699
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6794 - acc: 0.5700
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6793 - acc: 0.5702
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6794 - acc: 0.5701
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6794 - acc: 0.5702
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6794 - acc: 0.5703
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6794 - acc: 0.5701
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5703
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5702
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5701
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5699
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5699
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6793 - acc: 0.5700
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6794 - acc: 0.5699
37700/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5699
37900/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5697
38100/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5698
38300/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5699
38500/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5697
38700/38888 [============================>.] - ETA: 0s - loss: 0.6793 - acc: 0.5697
38888/38888 [==============================] - 12s 301us/step - loss: 0.6794 - acc: 0.5694 - val_loss: 0.6788 - val_acc: 0.5693
Epoch 12/20

  100/38888 [..............................] - ETA: 11s - loss: 0.6683 - acc: 0.5800
  300/38888 [..............................] - ETA: 10s - loss: 0.6598 - acc: 0.6300
  500/38888 [..............................] - ETA: 10s - loss: 0.6657 - acc: 0.6040
  700/38888 [..............................] - ETA: 10s - loss: 0.6710 - acc: 0.5914
  900/38888 [..............................] - ETA: 10s - loss: 0.6729 - acc: 0.5933
 1200/38888 [..............................] - ETA: 9s - loss: 0.6743 - acc: 0.5842 
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6743 - acc: 0.5821
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6750 - acc: 0.5806
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6766 - acc: 0.5763
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6777 - acc: 0.5750
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6776 - acc: 0.5746
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6785 - acc: 0.5726
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6800 - acc: 0.5669
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6792 - acc: 0.5694
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6789 - acc: 0.5717
 3800/38888 [=>............................] - ETA: 8s - loss: 0.6785 - acc: 0.5737
 4100/38888 [==>...........................] - ETA: 8s - loss: 0.6784 - acc: 0.5737
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6787 - acc: 0.5730
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6790 - acc: 0.5729
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6785 - acc: 0.5753
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6780 - acc: 0.5763
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6783 - acc: 0.5749
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6780 - acc: 0.5749
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6792 - acc: 0.5729
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6786 - acc: 0.5746
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6789 - acc: 0.5741
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6785 - acc: 0.5741
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6779 - acc: 0.5749
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6778 - acc: 0.5760
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6780 - acc: 0.5745
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5762
 7100/38888 [====>.........................] - ETA: 8s - loss: 0.6775 - acc: 0.5763
 7300/38888 [====>.........................] - ETA: 8s - loss: 0.6768 - acc: 0.5773
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6770 - acc: 0.5773
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6772 - acc: 0.5766
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6779 - acc: 0.5756
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6774 - acc: 0.5759
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6777 - acc: 0.5753
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6781 - acc: 0.5741
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6785 - acc: 0.5726
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6785 - acc: 0.5725
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6786 - acc: 0.5712
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5715
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5715
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5713
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6786 - acc: 0.5706
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6787 - acc: 0.5709
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6788 - acc: 0.5708
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6787 - acc: 0.5712
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6788 - acc: 0.5711
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6790 - acc: 0.5705
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6787 - acc: 0.5713
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6787 - acc: 0.5714
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6789 - acc: 0.5706
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6788 - acc: 0.5711
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6785 - acc: 0.5717
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6787 - acc: 0.5711
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6785 - acc: 0.5711
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6782 - acc: 0.5716
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6782 - acc: 0.5716
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6782 - acc: 0.5718
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6785 - acc: 0.5715
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6785 - acc: 0.5713
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6786 - acc: 0.5714
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6787 - acc: 0.5709
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6787 - acc: 0.5711
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6786 - acc: 0.5713
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5714
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6789 - acc: 0.5705
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6789 - acc: 0.5703
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5710
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5710
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5712
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6787 - acc: 0.5715
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6788 - acc: 0.5709
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5709
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5708
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6787 - acc: 0.5710
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6787 - acc: 0.5709
16900/38888 [============>.................] - ETA: 6s - loss: 0.6787 - acc: 0.5702
17100/38888 [============>.................] - ETA: 6s - loss: 0.6783 - acc: 0.5710
17300/38888 [============>.................] - ETA: 6s - loss: 0.6782 - acc: 0.5713
17500/38888 [============>.................] - ETA: 6s - loss: 0.6782 - acc: 0.5717
17700/38888 [============>.................] - ETA: 6s - loss: 0.6786 - acc: 0.5711
17900/38888 [============>.................] - ETA: 6s - loss: 0.6787 - acc: 0.5703
18100/38888 [============>.................] - ETA: 6s - loss: 0.6788 - acc: 0.5704
18300/38888 [=============>................] - ETA: 6s - loss: 0.6788 - acc: 0.5705
18500/38888 [=============>................] - ETA: 5s - loss: 0.6789 - acc: 0.5703
18700/38888 [=============>................] - ETA: 5s - loss: 0.6791 - acc: 0.5702
18900/38888 [=============>................] - ETA: 5s - loss: 0.6791 - acc: 0.5698
19100/38888 [=============>................] - ETA: 5s - loss: 0.6791 - acc: 0.5697
19300/38888 [=============>................] - ETA: 5s - loss: 0.6791 - acc: 0.5698
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6790 - acc: 0.5702
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6791 - acc: 0.5697
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6791 - acc: 0.5697
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6791 - acc: 0.5698
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6791 - acc: 0.5700
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6790 - acc: 0.5700
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6790 - acc: 0.5701
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6788 - acc: 0.5709
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6787 - acc: 0.5712
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6788 - acc: 0.5712
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6790 - acc: 0.5701
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6790 - acc: 0.5703
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6788 - acc: 0.5704
22200/38888 [================>.............] - ETA: 4s - loss: 0.6787 - acc: 0.5706
22400/38888 [================>.............] - ETA: 4s - loss: 0.6788 - acc: 0.5704
22600/38888 [================>.............] - ETA: 4s - loss: 0.6788 - acc: 0.5704
22800/38888 [================>.............] - ETA: 4s - loss: 0.6787 - acc: 0.5707
23000/38888 [================>.............] - ETA: 4s - loss: 0.6783 - acc: 0.5712
23200/38888 [================>.............] - ETA: 4s - loss: 0.6782 - acc: 0.5712
23400/38888 [=================>............] - ETA: 4s - loss: 0.6784 - acc: 0.5709
23600/38888 [=================>............] - ETA: 4s - loss: 0.6785 - acc: 0.5706
23800/38888 [=================>............] - ETA: 4s - loss: 0.6784 - acc: 0.5708
24000/38888 [=================>............] - ETA: 4s - loss: 0.6782 - acc: 0.5708
24200/38888 [=================>............] - ETA: 4s - loss: 0.6781 - acc: 0.5710
24400/38888 [=================>............] - ETA: 4s - loss: 0.6780 - acc: 0.5708
24600/38888 [=================>............] - ETA: 4s - loss: 0.6779 - acc: 0.5709
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6778 - acc: 0.5710
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6778 - acc: 0.5711
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6778 - acc: 0.5713
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6780 - acc: 0.5708
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6779 - acc: 0.5709
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6780 - acc: 0.5709
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6780 - acc: 0.5707
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6780 - acc: 0.5708
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6780 - acc: 0.5707
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6781 - acc: 0.5703
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6783 - acc: 0.5699
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6782 - acc: 0.5697
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6782 - acc: 0.5697
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6781 - acc: 0.5699
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6782 - acc: 0.5698
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6783 - acc: 0.5696
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6783 - acc: 0.5693
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6784 - acc: 0.5691
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6786 - acc: 0.5688
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6785 - acc: 0.5688
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6784 - acc: 0.5690
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6783 - acc: 0.5692
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6782 - acc: 0.5693
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6782 - acc: 0.5696
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6782 - acc: 0.5694
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6782 - acc: 0.5692
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6781 - acc: 0.5696
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6783 - acc: 0.5694
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6782 - acc: 0.5697
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6782 - acc: 0.5694
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6783 - acc: 0.5692
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6782 - acc: 0.5695
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6782 - acc: 0.5693
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6783 - acc: 0.5690
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6784 - acc: 0.5688
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6785 - acc: 0.5686
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6784 - acc: 0.5689
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6785 - acc: 0.5687
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6786 - acc: 0.5682
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6786 - acc: 0.5684
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6786 - acc: 0.5686
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6786 - acc: 0.5686
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6787 - acc: 0.5683
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6787 - acc: 0.5683
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6788 - acc: 0.5682
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6788 - acc: 0.5681
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6787 - acc: 0.5683
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6787 - acc: 0.5683
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6787 - acc: 0.5685
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6787 - acc: 0.5688
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6787 - acc: 0.5687
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6787 - acc: 0.5686
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6788 - acc: 0.5684
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6787 - acc: 0.5686
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6787 - acc: 0.5686
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6787 - acc: 0.5683
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6787 - acc: 0.5680
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6787 - acc: 0.5679
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6788 - acc: 0.5678
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6788 - acc: 0.5676
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6788 - acc: 0.5675
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6789 - acc: 0.5673
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6789 - acc: 0.5674
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6790 - acc: 0.5672
37700/38888 [============================>.] - ETA: 0s - loss: 0.6790 - acc: 0.5670
37900/38888 [============================>.] - ETA: 0s - loss: 0.6790 - acc: 0.5669
38100/38888 [============================>.] - ETA: 0s - loss: 0.6792 - acc: 0.5665
38300/38888 [============================>.] - ETA: 0s - loss: 0.6791 - acc: 0.5669
38500/38888 [============================>.] - ETA: 0s - loss: 0.6790 - acc: 0.5671
38700/38888 [============================>.] - ETA: 0s - loss: 0.6790 - acc: 0.5671
38888/38888 [==============================] - 12s 310us/step - loss: 0.6790 - acc: 0.5671 - val_loss: 0.6796 - val_acc: 0.5738
Epoch 13/20

  100/38888 [..............................] - ETA: 11s - loss: 0.6773 - acc: 0.5700
  300/38888 [..............................] - ETA: 10s - loss: 0.6701 - acc: 0.5833
  600/38888 [..............................] - ETA: 9s - loss: 0.6711 - acc: 0.5833 
  800/38888 [..............................] - ETA: 9s - loss: 0.6732 - acc: 0.5762
 1100/38888 [..............................] - ETA: 9s - loss: 0.6786 - acc: 0.5600
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6799 - acc: 0.5579
 1600/38888 [>.............................] - ETA: 9s - loss: 0.6811 - acc: 0.5537
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6798 - acc: 0.5589
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6790 - acc: 0.5624
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6784 - acc: 0.5630
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6781 - acc: 0.5650
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6789 - acc: 0.5624
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6793 - acc: 0.5631
 3500/38888 [=>............................] - ETA: 8s - loss: 0.6783 - acc: 0.5646
 3800/38888 [=>............................] - ETA: 8s - loss: 0.6764 - acc: 0.5711
 4000/38888 [==>...........................] - ETA: 8s - loss: 0.6766 - acc: 0.5717
 4300/38888 [==>...........................] - ETA: 8s - loss: 0.6763 - acc: 0.5758
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6764 - acc: 0.5753
 4700/38888 [==>...........................] - ETA: 8s - loss: 0.6769 - acc: 0.5749
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6765 - acc: 0.5749
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6758 - acc: 0.5767
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6755 - acc: 0.5768
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6759 - acc: 0.5769
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6755 - acc: 0.5771
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6753 - acc: 0.5762
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6756 - acc: 0.5760
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6758 - acc: 0.5755
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6756 - acc: 0.5744
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6758 - acc: 0.5735
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6760 - acc: 0.5733
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6758 - acc: 0.5733
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6758 - acc: 0.5742
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6757 - acc: 0.5746
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6756 - acc: 0.5751
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6757 - acc: 0.5751
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6758 - acc: 0.5737
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6753 - acc: 0.5754
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6761 - acc: 0.5736
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6762 - acc: 0.5735
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6759 - acc: 0.5741
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6756 - acc: 0.5751
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6762 - acc: 0.5728
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6763 - acc: 0.5730
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6765 - acc: 0.5729
10000/38888 [======>.......................] - ETA: 7s - loss: 0.6764 - acc: 0.5724
10300/38888 [======>.......................] - ETA: 7s - loss: 0.6761 - acc: 0.5738
10500/38888 [=======>......................] - ETA: 7s - loss: 0.6763 - acc: 0.5738
10700/38888 [=======>......................] - ETA: 7s - loss: 0.6762 - acc: 0.5742
10900/38888 [=======>......................] - ETA: 7s - loss: 0.6764 - acc: 0.5741
11100/38888 [=======>......................] - ETA: 7s - loss: 0.6762 - acc: 0.5746
11300/38888 [=======>......................] - ETA: 7s - loss: 0.6759 - acc: 0.5755
11500/38888 [=======>......................] - ETA: 7s - loss: 0.6763 - acc: 0.5743
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6765 - acc: 0.5741
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6766 - acc: 0.5733
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6765 - acc: 0.5736
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6765 - acc: 0.5736
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6766 - acc: 0.5729
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6766 - acc: 0.5735
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6769 - acc: 0.5732
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6771 - acc: 0.5729
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6773 - acc: 0.5719
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6774 - acc: 0.5713
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6772 - acc: 0.5717
14100/38888 [=========>....................] - ETA: 6s - loss: 0.6775 - acc: 0.5707
14300/38888 [==========>...................] - ETA: 6s - loss: 0.6775 - acc: 0.5709
14500/38888 [==========>...................] - ETA: 6s - loss: 0.6773 - acc: 0.5714
14700/38888 [==========>...................] - ETA: 6s - loss: 0.6774 - acc: 0.5714
14900/38888 [==========>...................] - ETA: 6s - loss: 0.6772 - acc: 0.5719
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6771 - acc: 0.5723
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6774 - acc: 0.5718
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6779 - acc: 0.5705
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5703
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5701
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5704
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5704
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6779 - acc: 0.5705
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6779 - acc: 0.5708
16900/38888 [============>.................] - ETA: 6s - loss: 0.6779 - acc: 0.5705
17100/38888 [============>.................] - ETA: 6s - loss: 0.6778 - acc: 0.5706
17300/38888 [============>.................] - ETA: 6s - loss: 0.6779 - acc: 0.5702
17500/38888 [============>.................] - ETA: 6s - loss: 0.6779 - acc: 0.5702
17700/38888 [============>.................] - ETA: 6s - loss: 0.6779 - acc: 0.5703
17900/38888 [============>.................] - ETA: 5s - loss: 0.6782 - acc: 0.5695
18100/38888 [============>.................] - ETA: 5s - loss: 0.6780 - acc: 0.5701
18300/38888 [=============>................] - ETA: 5s - loss: 0.6780 - acc: 0.5703
18500/38888 [=============>................] - ETA: 5s - loss: 0.6781 - acc: 0.5702
18700/38888 [=============>................] - ETA: 5s - loss: 0.6780 - acc: 0.5705
18900/38888 [=============>................] - ETA: 5s - loss: 0.6779 - acc: 0.5705
19200/38888 [=============>................] - ETA: 5s - loss: 0.6778 - acc: 0.5707
19400/38888 [=============>................] - ETA: 5s - loss: 0.6774 - acc: 0.5712
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5710
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5709
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6779 - acc: 0.5701
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5703
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6777 - acc: 0.5703
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6777 - acc: 0.5703
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6778 - acc: 0.5703
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6777 - acc: 0.5706
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6778 - acc: 0.5706
21500/38888 [===============>..............] - ETA: 4s - loss: 0.6779 - acc: 0.5704
21700/38888 [===============>..............] - ETA: 4s - loss: 0.6778 - acc: 0.5708
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6780 - acc: 0.5700
22100/38888 [================>.............] - ETA: 4s - loss: 0.6780 - acc: 0.5698
22300/38888 [================>.............] - ETA: 4s - loss: 0.6779 - acc: 0.5697
22500/38888 [================>.............] - ETA: 4s - loss: 0.6779 - acc: 0.5695
22700/38888 [================>.............] - ETA: 4s - loss: 0.6777 - acc: 0.5698
23000/38888 [================>.............] - ETA: 4s - loss: 0.6776 - acc: 0.5699
23200/38888 [================>.............] - ETA: 4s - loss: 0.6779 - acc: 0.5693
23400/38888 [=================>............] - ETA: 4s - loss: 0.6777 - acc: 0.5699
23700/38888 [=================>............] - ETA: 4s - loss: 0.6775 - acc: 0.5700
23900/38888 [=================>............] - ETA: 4s - loss: 0.6776 - acc: 0.5700
24100/38888 [=================>............] - ETA: 4s - loss: 0.6774 - acc: 0.5702
24300/38888 [=================>............] - ETA: 4s - loss: 0.6774 - acc: 0.5700
24500/38888 [=================>............] - ETA: 4s - loss: 0.6773 - acc: 0.5700
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6772 - acc: 0.5700
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6772 - acc: 0.5701
25100/38888 [==================>...........] - ETA: 3s - loss: 0.6772 - acc: 0.5700
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6774 - acc: 0.5696
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6775 - acc: 0.5693
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6776 - acc: 0.5690
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6776 - acc: 0.5690
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6774 - acc: 0.5693
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6775 - acc: 0.5693
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6775 - acc: 0.5694
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6774 - acc: 0.5697
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6774 - acc: 0.5698
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6774 - acc: 0.5700
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6773 - acc: 0.5700
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6774 - acc: 0.5699
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6774 - acc: 0.5695
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6775 - acc: 0.5692
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6775 - acc: 0.5690
28500/38888 [====================>.........] - ETA: 2s - loss: 0.6775 - acc: 0.5689
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6774 - acc: 0.5689
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6773 - acc: 0.5690
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6775 - acc: 0.5688
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6774 - acc: 0.5689
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6774 - acc: 0.5688
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6775 - acc: 0.5686
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6776 - acc: 0.5688
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6775 - acc: 0.5686
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6775 - acc: 0.5687
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6777 - acc: 0.5684
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6778 - acc: 0.5681
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6779 - acc: 0.5679
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6780 - acc: 0.5677
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6780 - acc: 0.5676
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6780 - acc: 0.5674
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6780 - acc: 0.5675
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6780 - acc: 0.5679
32100/38888 [=======================>......] - ETA: 1s - loss: 0.6781 - acc: 0.5682
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6781 - acc: 0.5683
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5682
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6782 - acc: 0.5678
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6782 - acc: 0.5676
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5679
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5679
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5679
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6782 - acc: 0.5680
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5682
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6782 - acc: 0.5679
34300/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5680
34500/38888 [=========================>....] - ETA: 1s - loss: 0.6782 - acc: 0.5681
34700/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5683
34900/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5681
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6781 - acc: 0.5682
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6781 - acc: 0.5681
35500/38888 [==========================>...] - ETA: 0s - loss: 0.6782 - acc: 0.5678
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6782 - acc: 0.5678
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6782 - acc: 0.5678
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6782 - acc: 0.5678
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6782 - acc: 0.5681
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5681
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5681
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5682
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5681
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5683
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5681
37700/38888 [============================>.] - ETA: 0s - loss: 0.6784 - acc: 0.5681
37900/38888 [============================>.] - ETA: 0s - loss: 0.6785 - acc: 0.5678
38100/38888 [============================>.] - ETA: 0s - loss: 0.6786 - acc: 0.5678
38300/38888 [============================>.] - ETA: 0s - loss: 0.6786 - acc: 0.5680
38500/38888 [============================>.] - ETA: 0s - loss: 0.6786 - acc: 0.5681
38700/38888 [============================>.] - ETA: 0s - loss: 0.6786 - acc: 0.5679
38888/38888 [==============================] - 12s 303us/step - loss: 0.6786 - acc: 0.5678 - val_loss: 0.6806 - val_acc: 0.5729
Epoch 14/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6692 - acc: 0.5600
  300/38888 [..............................] - ETA: 9s - loss: 0.6803 - acc: 0.5567
  600/38888 [..............................] - ETA: 9s - loss: 0.6754 - acc: 0.5800
  900/38888 [..............................] - ETA: 9s - loss: 0.6804 - acc: 0.5611
 1100/38888 [..............................] - ETA: 9s - loss: 0.6765 - acc: 0.5773
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6763 - acc: 0.5808
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6766 - acc: 0.5747
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6795 - acc: 0.5700
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6800 - acc: 0.5689
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6793 - acc: 0.5662
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6787 - acc: 0.5654
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6772 - acc: 0.5677
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6779 - acc: 0.5654
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6778 - acc: 0.5684
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6783 - acc: 0.5670
 3600/38888 [=>............................] - ETA: 8s - loss: 0.6783 - acc: 0.5683
 3900/38888 [==>...........................] - ETA: 8s - loss: 0.6782 - acc: 0.5697
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6783 - acc: 0.5688
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6780 - acc: 0.5686
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6786 - acc: 0.5672
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6783 - acc: 0.5675
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6783 - acc: 0.5688
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6779 - acc: 0.5694
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6779 - acc: 0.5683
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6783 - acc: 0.5675
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6781 - acc: 0.5678
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6777 - acc: 0.5688
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6775 - acc: 0.5682
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6777 - acc: 0.5680
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5683
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5688
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5683
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5696
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6780 - acc: 0.5684
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6785 - acc: 0.5678
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5683
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6786 - acc: 0.5679
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6785 - acc: 0.5684
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5685
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5688
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5689
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6782 - acc: 0.5692
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6782 - acc: 0.5686
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6781 - acc: 0.5683
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5677
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6783 - acc: 0.5684
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6781 - acc: 0.5687
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6780 - acc: 0.5695
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6780 - acc: 0.5695
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6785 - acc: 0.5693
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6782 - acc: 0.5701
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6780 - acc: 0.5702
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6779 - acc: 0.5698
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6774 - acc: 0.5704
11700/38888 [========>.....................] - ETA: 7s - loss: 0.6772 - acc: 0.5705
11900/38888 [========>.....................] - ETA: 7s - loss: 0.6774 - acc: 0.5707
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6776 - acc: 0.5707
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6783 - acc: 0.5691
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6782 - acc: 0.5702
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6787 - acc: 0.5686
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6788 - acc: 0.5682
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6789 - acc: 0.5681
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6789 - acc: 0.5682
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6790 - acc: 0.5676
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6789 - acc: 0.5677
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6790 - acc: 0.5676
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6789 - acc: 0.5680
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6789 - acc: 0.5683
14600/38888 [==========>...................] - ETA: 6s - loss: 0.6789 - acc: 0.5683
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5684
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6787 - acc: 0.5687
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5687
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6788 - acc: 0.5688
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6787 - acc: 0.5685
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6788 - acc: 0.5684
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5677
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6791 - acc: 0.5673
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5675
16900/38888 [============>.................] - ETA: 6s - loss: 0.6791 - acc: 0.5676
17100/38888 [============>.................] - ETA: 6s - loss: 0.6790 - acc: 0.5681
17300/38888 [============>.................] - ETA: 6s - loss: 0.6789 - acc: 0.5688
17500/38888 [============>.................] - ETA: 6s - loss: 0.6789 - acc: 0.5686
17700/38888 [============>.................] - ETA: 6s - loss: 0.6790 - acc: 0.5683
17900/38888 [============>.................] - ETA: 6s - loss: 0.6792 - acc: 0.5678
18100/38888 [============>.................] - ETA: 5s - loss: 0.6793 - acc: 0.5672
18300/38888 [=============>................] - ETA: 5s - loss: 0.6793 - acc: 0.5671
18500/38888 [=============>................] - ETA: 5s - loss: 0.6790 - acc: 0.5682
18700/38888 [=============>................] - ETA: 5s - loss: 0.6788 - acc: 0.5687
18900/38888 [=============>................] - ETA: 5s - loss: 0.6788 - acc: 0.5689
19100/38888 [=============>................] - ETA: 5s - loss: 0.6788 - acc: 0.5686
19300/38888 [=============>................] - ETA: 5s - loss: 0.6786 - acc: 0.5690
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6786 - acc: 0.5689
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6786 - acc: 0.5690
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6787 - acc: 0.5688
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6785 - acc: 0.5692
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6784 - acc: 0.5693
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6784 - acc: 0.5692
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6783 - acc: 0.5693
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6785 - acc: 0.5688
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6786 - acc: 0.5688
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6787 - acc: 0.5686
21600/38888 [===============>..............] - ETA: 4s - loss: 0.6789 - acc: 0.5681
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6789 - acc: 0.5683
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6789 - acc: 0.5684
22200/38888 [================>.............] - ETA: 4s - loss: 0.6790 - acc: 0.5684
22400/38888 [================>.............] - ETA: 4s - loss: 0.6791 - acc: 0.5680
22600/38888 [================>.............] - ETA: 4s - loss: 0.6792 - acc: 0.5675
22800/38888 [================>.............] - ETA: 4s - loss: 0.6792 - acc: 0.5677
23000/38888 [================>.............] - ETA: 4s - loss: 0.6793 - acc: 0.5677
23200/38888 [================>.............] - ETA: 4s - loss: 0.6792 - acc: 0.5681
23500/38888 [=================>............] - ETA: 4s - loss: 0.6790 - acc: 0.5685
23700/38888 [=================>............] - ETA: 4s - loss: 0.6790 - acc: 0.5683
23900/38888 [=================>............] - ETA: 4s - loss: 0.6789 - acc: 0.5686
24100/38888 [=================>............] - ETA: 4s - loss: 0.6788 - acc: 0.5688
24300/38888 [=================>............] - ETA: 4s - loss: 0.6788 - acc: 0.5685
24500/38888 [=================>............] - ETA: 4s - loss: 0.6789 - acc: 0.5683
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6790 - acc: 0.5682
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6790 - acc: 0.5683
25100/38888 [==================>...........] - ETA: 3s - loss: 0.6790 - acc: 0.5681
25300/38888 [==================>...........] - ETA: 3s - loss: 0.6791 - acc: 0.5682
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6792 - acc: 0.5682
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6791 - acc: 0.5683
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6790 - acc: 0.5687
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6790 - acc: 0.5685
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6789 - acc: 0.5688
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6789 - acc: 0.5687
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6790 - acc: 0.5686
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6791 - acc: 0.5682
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6792 - acc: 0.5682
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6791 - acc: 0.5686
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6791 - acc: 0.5686
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6790 - acc: 0.5689
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6790 - acc: 0.5693
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6789 - acc: 0.5695
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6788 - acc: 0.5697
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6788 - acc: 0.5694
28700/38888 [=====================>........] - ETA: 2s - loss: 0.6790 - acc: 0.5691
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6787 - acc: 0.5693
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6787 - acc: 0.5694
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6787 - acc: 0.5696
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6786 - acc: 0.5698
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6785 - acc: 0.5699
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6786 - acc: 0.5696
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6787 - acc: 0.5696
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6788 - acc: 0.5695
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6787 - acc: 0.5698
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6786 - acc: 0.5700
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6784 - acc: 0.5700
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6784 - acc: 0.5701
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6783 - acc: 0.5700
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6783 - acc: 0.5698
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6781 - acc: 0.5702
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6780 - acc: 0.5705
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6779 - acc: 0.5710
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6779 - acc: 0.5712
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6778 - acc: 0.5713
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6779 - acc: 0.5713
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6780 - acc: 0.5709
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5705
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6780 - acc: 0.5709
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5704
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5707
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5708
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6781 - acc: 0.5709
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6782 - acc: 0.5706
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6782 - acc: 0.5704
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6782 - acc: 0.5703
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6782 - acc: 0.5701
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6782 - acc: 0.5704
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6782 - acc: 0.5704
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6783 - acc: 0.5702
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6783 - acc: 0.5701
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6783 - acc: 0.5698
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6783 - acc: 0.5699
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5699
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6784 - acc: 0.5698
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6784 - acc: 0.5697
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6783 - acc: 0.5700
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6782 - acc: 0.5702
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6781 - acc: 0.5706
37700/38888 [============================>.] - ETA: 0s - loss: 0.6782 - acc: 0.5703
37900/38888 [============================>.] - ETA: 0s - loss: 0.6783 - acc: 0.5703
38100/38888 [============================>.] - ETA: 0s - loss: 0.6783 - acc: 0.5703
38300/38888 [============================>.] - ETA: 0s - loss: 0.6782 - acc: 0.5702
38500/38888 [============================>.] - ETA: 0s - loss: 0.6782 - acc: 0.5703
38700/38888 [============================>.] - ETA: 0s - loss: 0.6782 - acc: 0.5702
38888/38888 [==============================] - 12s 306us/step - loss: 0.6783 - acc: 0.5702 - val_loss: 0.6788 - val_acc: 0.5704
Epoch 15/20

  100/38888 [..............................] - ETA: 13s - loss: 0.6607 - acc: 0.5700
  300/38888 [..............................] - ETA: 11s - loss: 0.6739 - acc: 0.5500
  500/38888 [..............................] - ETA: 12s - loss: 0.6824 - acc: 0.5320
  800/38888 [..............................] - ETA: 11s - loss: 0.6911 - acc: 0.5238
 1000/38888 [..............................] - ETA: 10s - loss: 0.6910 - acc: 0.5270
 1300/38888 [>.............................] - ETA: 10s - loss: 0.6866 - acc: 0.5400
 1500/38888 [>.............................] - ETA: 10s - loss: 0.6871 - acc: 0.5393
 1800/38888 [>.............................] - ETA: 10s - loss: 0.6881 - acc: 0.5361
 2000/38888 [>.............................] - ETA: 10s - loss: 0.6875 - acc: 0.5400
 2200/38888 [>.............................] - ETA: 10s - loss: 0.6858 - acc: 0.5495
 2400/38888 [>.............................] - ETA: 10s - loss: 0.6861 - acc: 0.5462
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6847 - acc: 0.5522 
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6839 - acc: 0.5570
 3300/38888 [=>............................] - ETA: 9s - loss: 0.6832 - acc: 0.5591
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6824 - acc: 0.5622
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6820 - acc: 0.5628
 4100/38888 [==>...........................] - ETA: 9s - loss: 0.6820 - acc: 0.5624
 4400/38888 [==>...........................] - ETA: 9s - loss: 0.6820 - acc: 0.5639
 4600/38888 [==>...........................] - ETA: 9s - loss: 0.6814 - acc: 0.5637
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6811 - acc: 0.5649
 5100/38888 [==>...........................] - ETA: 8s - loss: 0.6800 - acc: 0.5665
 5300/38888 [===>..........................] - ETA: 8s - loss: 0.6801 - acc: 0.5668
 5500/38888 [===>..........................] - ETA: 8s - loss: 0.6806 - acc: 0.5656
 5700/38888 [===>..........................] - ETA: 8s - loss: 0.6797 - acc: 0.5681
 5900/38888 [===>..........................] - ETA: 8s - loss: 0.6801 - acc: 0.5671
 6100/38888 [===>..........................] - ETA: 8s - loss: 0.6803 - acc: 0.5680
 6300/38888 [===>..........................] - ETA: 8s - loss: 0.6794 - acc: 0.5700
 6500/38888 [====>.........................] - ETA: 8s - loss: 0.6790 - acc: 0.5698
 6700/38888 [====>.........................] - ETA: 8s - loss: 0.6791 - acc: 0.5693
 6900/38888 [====>.........................] - ETA: 8s - loss: 0.6794 - acc: 0.5684
 7100/38888 [====>.........................] - ETA: 9s - loss: 0.6791 - acc: 0.5699
 7300/38888 [====>.........................] - ETA: 9s - loss: 0.6793 - acc: 0.5692
 7500/38888 [====>.........................] - ETA: 8s - loss: 0.6799 - acc: 0.5667
 7700/38888 [====>.........................] - ETA: 8s - loss: 0.6802 - acc: 0.5655
 7900/38888 [=====>........................] - ETA: 8s - loss: 0.6802 - acc: 0.5659
 8100/38888 [=====>........................] - ETA: 8s - loss: 0.6805 - acc: 0.5653
 8300/38888 [=====>........................] - ETA: 8s - loss: 0.6801 - acc: 0.5664
 8500/38888 [=====>........................] - ETA: 8s - loss: 0.6799 - acc: 0.5673
 8700/38888 [=====>........................] - ETA: 8s - loss: 0.6796 - acc: 0.5679
 8900/38888 [=====>........................] - ETA: 8s - loss: 0.6795 - acc: 0.5683
 9100/38888 [======>.......................] - ETA: 8s - loss: 0.6792 - acc: 0.5687
 9300/38888 [======>.......................] - ETA: 8s - loss: 0.6791 - acc: 0.5673
 9500/38888 [======>.......................] - ETA: 8s - loss: 0.6796 - acc: 0.5667
 9700/38888 [======>.......................] - ETA: 8s - loss: 0.6792 - acc: 0.5674
 9900/38888 [======>.......................] - ETA: 8s - loss: 0.6791 - acc: 0.5679
10100/38888 [======>.......................] - ETA: 8s - loss: 0.6797 - acc: 0.5661
10300/38888 [======>.......................] - ETA: 8s - loss: 0.6795 - acc: 0.5659
10500/38888 [=======>......................] - ETA: 8s - loss: 0.6796 - acc: 0.5666
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6797 - acc: 0.5665
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6793 - acc: 0.5675
11200/38888 [=======>......................] - ETA: 8s - loss: 0.6791 - acc: 0.5674
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6786 - acc: 0.5684
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6789 - acc: 0.5678
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6790 - acc: 0.5676
12100/38888 [========>.....................] - ETA: 7s - loss: 0.6789 - acc: 0.5689
12300/38888 [========>.....................] - ETA: 7s - loss: 0.6791 - acc: 0.5689
12500/38888 [========>.....................] - ETA: 7s - loss: 0.6793 - acc: 0.5685
12700/38888 [========>.....................] - ETA: 7s - loss: 0.6792 - acc: 0.5689
12900/38888 [========>.....................] - ETA: 7s - loss: 0.6792 - acc: 0.5688
13100/38888 [=========>....................] - ETA: 7s - loss: 0.6791 - acc: 0.5690
13300/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5691
13500/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5693
13700/38888 [=========>....................] - ETA: 7s - loss: 0.6791 - acc: 0.5696
13900/38888 [=========>....................] - ETA: 7s - loss: 0.6792 - acc: 0.5698
14100/38888 [=========>....................] - ETA: 7s - loss: 0.6793 - acc: 0.5698
14300/38888 [==========>...................] - ETA: 7s - loss: 0.6794 - acc: 0.5692
14500/38888 [==========>...................] - ETA: 7s - loss: 0.6794 - acc: 0.5693
14700/38888 [==========>...................] - ETA: 7s - loss: 0.6794 - acc: 0.5695
14900/38888 [==========>...................] - ETA: 7s - loss: 0.6793 - acc: 0.5699
15100/38888 [==========>...................] - ETA: 6s - loss: 0.6791 - acc: 0.5707
15300/38888 [==========>...................] - ETA: 6s - loss: 0.6790 - acc: 0.5711
15500/38888 [==========>...................] - ETA: 6s - loss: 0.6790 - acc: 0.5713
15700/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5710
15900/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5713
16100/38888 [===========>..................] - ETA: 6s - loss: 0.6791 - acc: 0.5711
16300/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5713
16500/38888 [===========>..................] - ETA: 6s - loss: 0.6790 - acc: 0.5713
16700/38888 [===========>..................] - ETA: 6s - loss: 0.6789 - acc: 0.5719
16900/38888 [============>.................] - ETA: 6s - loss: 0.6787 - acc: 0.5724
17100/38888 [============>.................] - ETA: 6s - loss: 0.6783 - acc: 0.5735
17300/38888 [============>.................] - ETA: 6s - loss: 0.6781 - acc: 0.5738
17500/38888 [============>.................] - ETA: 6s - loss: 0.6782 - acc: 0.5739
17700/38888 [============>.................] - ETA: 6s - loss: 0.6781 - acc: 0.5742
17900/38888 [============>.................] - ETA: 6s - loss: 0.6782 - acc: 0.5742
18100/38888 [============>.................] - ETA: 6s - loss: 0.6784 - acc: 0.5734
18300/38888 [=============>................] - ETA: 6s - loss: 0.6785 - acc: 0.5736
18500/38888 [=============>................] - ETA: 6s - loss: 0.6783 - acc: 0.5740
18700/38888 [=============>................] - ETA: 6s - loss: 0.6781 - acc: 0.5749
18900/38888 [=============>................] - ETA: 5s - loss: 0.6780 - acc: 0.5750
19100/38888 [=============>................] - ETA: 5s - loss: 0.6780 - acc: 0.5752
19300/38888 [=============>................] - ETA: 5s - loss: 0.6781 - acc: 0.5744
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6779 - acc: 0.5745
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6778 - acc: 0.5750
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6778 - acc: 0.5752
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6777 - acc: 0.5759
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6778 - acc: 0.5757
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6780 - acc: 0.5750
20700/38888 [==============>...............] - ETA: 5s - loss: 0.6782 - acc: 0.5743
20900/38888 [===============>..............] - ETA: 5s - loss: 0.6783 - acc: 0.5738
21100/38888 [===============>..............] - ETA: 5s - loss: 0.6782 - acc: 0.5739
21300/38888 [===============>..............] - ETA: 5s - loss: 0.6782 - acc: 0.5738
21500/38888 [===============>..............] - ETA: 5s - loss: 0.6780 - acc: 0.5740
21700/38888 [===============>..............] - ETA: 5s - loss: 0.6780 - acc: 0.5738
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6781 - acc: 0.5737
22100/38888 [================>.............] - ETA: 5s - loss: 0.6781 - acc: 0.5737
22300/38888 [================>.............] - ETA: 4s - loss: 0.6780 - acc: 0.5738
22500/38888 [================>.............] - ETA: 4s - loss: 0.6779 - acc: 0.5737
22700/38888 [================>.............] - ETA: 4s - loss: 0.6777 - acc: 0.5741
22900/38888 [================>.............] - ETA: 4s - loss: 0.6777 - acc: 0.5742
23100/38888 [================>.............] - ETA: 4s - loss: 0.6777 - acc: 0.5743
23300/38888 [================>.............] - ETA: 4s - loss: 0.6778 - acc: 0.5741
23500/38888 [=================>............] - ETA: 4s - loss: 0.6777 - acc: 0.5743
23700/38888 [=================>............] - ETA: 4s - loss: 0.6776 - acc: 0.5741
23900/38888 [=================>............] - ETA: 4s - loss: 0.6776 - acc: 0.5744
24100/38888 [=================>............] - ETA: 4s - loss: 0.6777 - acc: 0.5741
24300/38888 [=================>............] - ETA: 4s - loss: 0.6776 - acc: 0.5743
24500/38888 [=================>............] - ETA: 4s - loss: 0.6777 - acc: 0.5740
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6776 - acc: 0.5739
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6777 - acc: 0.5738
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6778 - acc: 0.5736
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6779 - acc: 0.5732
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6780 - acc: 0.5730
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6780 - acc: 0.5729
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6780 - acc: 0.5728
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6779 - acc: 0.5728
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6778 - acc: 0.5728
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6778 - acc: 0.5728
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6778 - acc: 0.5729
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6777 - acc: 0.5731
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6776 - acc: 0.5733
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6776 - acc: 0.5733
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6777 - acc: 0.5731
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6776 - acc: 0.5735
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6777 - acc: 0.5733
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6776 - acc: 0.5734
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6777 - acc: 0.5732
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6776 - acc: 0.5734
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6775 - acc: 0.5732
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6775 - acc: 0.5731
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6776 - acc: 0.5727
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6776 - acc: 0.5727
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6775 - acc: 0.5728
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6775 - acc: 0.5726
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6776 - acc: 0.5725
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6776 - acc: 0.5726
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6777 - acc: 0.5725
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6777 - acc: 0.5723
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6779 - acc: 0.5719
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6779 - acc: 0.5716
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31400/38888 [=======================>......] - ETA: 2s - loss: 0.6779 - acc: 0.5719
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6778 - acc: 0.5719
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6779 - acc: 0.5718
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6779 - acc: 0.5716
32200/38888 [=======================>......] - ETA: 1s - loss: 0.6780 - acc: 0.5716
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6780 - acc: 0.5717
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5715
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5712
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6780 - acc: 0.5714
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6780 - acc: 0.5716
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5713
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6781 - acc: 0.5716
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6780 - acc: 0.5717
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6779 - acc: 0.5721
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6779 - acc: 0.5721
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6779 - acc: 0.5721
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6778 - acc: 0.5720
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6779 - acc: 0.5720
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6779 - acc: 0.5722
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6779 - acc: 0.5720
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6780 - acc: 0.5718
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6780 - acc: 0.5720
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6779 - acc: 0.5720
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6779 - acc: 0.5720
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6779 - acc: 0.5720
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6780 - acc: 0.5719
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6780 - acc: 0.5720
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6781 - acc: 0.5718
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6781 - acc: 0.5716
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6782 - acc: 0.5715
37600/38888 [============================>.] - ETA: 0s - loss: 0.6782 - acc: 0.5716
37800/38888 [============================>.] - ETA: 0s - loss: 0.6781 - acc: 0.5714
38000/38888 [============================>.] - ETA: 0s - loss: 0.6781 - acc: 0.5713
38200/38888 [============================>.] - ETA: 0s - loss: 0.6783 - acc: 0.5710
38400/38888 [============================>.] - ETA: 0s - loss: 0.6783 - acc: 0.5709
38600/38888 [============================>.] - ETA: 0s - loss: 0.6786 - acc: 0.5703
38800/38888 [============================>.] - ETA: 0s - loss: 0.6785 - acc: 0.5706
38888/38888 [==============================] - 12s 311us/step - loss: 0.6784 - acc: 0.5707 - val_loss: 0.6805 - val_acc: 0.5720
Epoch 16/20

  100/38888 [..............................] - ETA: 9s - loss: 0.6639 - acc: 0.6300
  300/38888 [..............................] - ETA: 10s - loss: 0.6813 - acc: 0.5800
  600/38888 [..............................] - ETA: 9s - loss: 0.6761 - acc: 0.5883 
  800/38888 [..............................] - ETA: 9s - loss: 0.6773 - acc: 0.5763
 1100/38888 [..............................] - ETA: 9s - loss: 0.6796 - acc: 0.5736
 1300/38888 [>.............................] - ETA: 9s - loss: 0.6802 - acc: 0.5638
 1500/38888 [>.............................] - ETA: 9s - loss: 0.6807 - acc: 0.5613
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6792 - acc: 0.5671
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6783 - acc: 0.5690
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6763 - acc: 0.5741
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6764 - acc: 0.5742
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6754 - acc: 0.5765
 2800/38888 [=>............................] - ETA: 9s - loss: 0.6767 - acc: 0.5696
 3000/38888 [=>............................] - ETA: 9s - loss: 0.6774 - acc: 0.5693
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6765 - acc: 0.5738
 3500/38888 [=>............................] - ETA: 9s - loss: 0.6763 - acc: 0.5729
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6767 - acc: 0.5705
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6767 - acc: 0.5697
 4200/38888 [==>...........................] - ETA: 9s - loss: 0.6765 - acc: 0.5683
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6762 - acc: 0.5682
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6769 - acc: 0.5677
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6762 - acc: 0.5678
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6753 - acc: 0.5704
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6755 - acc: 0.5704
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6758 - acc: 0.5688
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6757 - acc: 0.5693
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6755 - acc: 0.5700
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6760 - acc: 0.5694
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6760 - acc: 0.5698
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6761 - acc: 0.5703
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6768 - acc: 0.5682
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6768 - acc: 0.5680
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6769 - acc: 0.5685
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6769 - acc: 0.5686
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6771 - acc: 0.5679
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6770 - acc: 0.5679
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6765 - acc: 0.5696
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6774 - acc: 0.5680
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6776 - acc: 0.5665
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6778 - acc: 0.5651
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6779 - acc: 0.5653
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6780 - acc: 0.5648
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6784 - acc: 0.5637
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6779 - acc: 0.5662
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6782 - acc: 0.5649
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6779 - acc: 0.5651
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6780 - acc: 0.5650
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6778 - acc: 0.5652
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6780 - acc: 0.5639
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6780 - acc: 0.5639
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6782 - acc: 0.5635
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6786 - acc: 0.5626
11200/38888 [=======>......................] - ETA: 8s - loss: 0.6783 - acc: 0.5633
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6785 - acc: 0.5632
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6785 - acc: 0.5639
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6784 - acc: 0.5645
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6781 - acc: 0.5657
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6781 - acc: 0.5655
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6778 - acc: 0.5664
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6778 - acc: 0.5669
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6777 - acc: 0.5673
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6777 - acc: 0.5679
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6778 - acc: 0.5675
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6780 - acc: 0.5671
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6777 - acc: 0.5682
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6776 - acc: 0.5687
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6777 - acc: 0.5681
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6776 - acc: 0.5681
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6778 - acc: 0.5678
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6775 - acc: 0.5689
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6776 - acc: 0.5688
15000/38888 [==========>...................] - ETA: 7s - loss: 0.6776 - acc: 0.5688
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6777 - acc: 0.5682
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6777 - acc: 0.5689
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6775 - acc: 0.5686
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6777 - acc: 0.5680
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6778 - acc: 0.5679
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6779 - acc: 0.5680
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6776 - acc: 0.5688
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6775 - acc: 0.5693
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6775 - acc: 0.5695
17000/38888 [============>.................] - ETA: 6s - loss: 0.6776 - acc: 0.5694
17200/38888 [============>.................] - ETA: 6s - loss: 0.6776 - acc: 0.5698
17400/38888 [============>.................] - ETA: 6s - loss: 0.6774 - acc: 0.5702
17600/38888 [============>.................] - ETA: 6s - loss: 0.6775 - acc: 0.5697
17800/38888 [============>.................] - ETA: 6s - loss: 0.6775 - acc: 0.5698
18000/38888 [============>.................] - ETA: 6s - loss: 0.6775 - acc: 0.5699
18200/38888 [=============>................] - ETA: 6s - loss: 0.6776 - acc: 0.5692
18400/38888 [=============>................] - ETA: 6s - loss: 0.6775 - acc: 0.5697
18600/38888 [=============>................] - ETA: 6s - loss: 0.6773 - acc: 0.5704
18800/38888 [=============>................] - ETA: 5s - loss: 0.6772 - acc: 0.5705
19000/38888 [=============>................] - ETA: 5s - loss: 0.6771 - acc: 0.5709
19200/38888 [=============>................] - ETA: 5s - loss: 0.6772 - acc: 0.5709
19400/38888 [=============>................] - ETA: 5s - loss: 0.6770 - acc: 0.5713
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6770 - acc: 0.5715
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6767 - acc: 0.5717
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6768 - acc: 0.5719
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6765 - acc: 0.5719
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6766 - acc: 0.5718
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6763 - acc: 0.5721
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6764 - acc: 0.5719
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6765 - acc: 0.5716
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6764 - acc: 0.5719
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6764 - acc: 0.5718
21900/38888 [===============>..............] - ETA: 5s - loss: 0.6766 - acc: 0.5715
22100/38888 [================>.............] - ETA: 4s - loss: 0.6768 - acc: 0.5710
22300/38888 [================>.............] - ETA: 4s - loss: 0.6767 - acc: 0.5709
22500/38888 [================>.............] - ETA: 4s - loss: 0.6767 - acc: 0.5706
22700/38888 [================>.............] - ETA: 4s - loss: 0.6767 - acc: 0.5704
22900/38888 [================>.............] - ETA: 4s - loss: 0.6767 - acc: 0.5706
23100/38888 [================>.............] - ETA: 4s - loss: 0.6768 - acc: 0.5703
23300/38888 [================>.............] - ETA: 4s - loss: 0.6768 - acc: 0.5703
23500/38888 [=================>............] - ETA: 4s - loss: 0.6766 - acc: 0.5710
23700/38888 [=================>............] - ETA: 4s - loss: 0.6766 - acc: 0.5706
23900/38888 [=================>............] - ETA: 4s - loss: 0.6765 - acc: 0.5707
24100/38888 [=================>............] - ETA: 4s - loss: 0.6767 - acc: 0.5704
24300/38888 [=================>............] - ETA: 4s - loss: 0.6768 - acc: 0.5702
24500/38888 [=================>............] - ETA: 4s - loss: 0.6769 - acc: 0.5701
24700/38888 [==================>...........] - ETA: 4s - loss: 0.6767 - acc: 0.5705
24900/38888 [==================>...........] - ETA: 4s - loss: 0.6765 - acc: 0.5709
25100/38888 [==================>...........] - ETA: 4s - loss: 0.6766 - acc: 0.5708
25300/38888 [==================>...........] - ETA: 4s - loss: 0.6767 - acc: 0.5708
25500/38888 [==================>...........] - ETA: 3s - loss: 0.6769 - acc: 0.5702
25700/38888 [==================>...........] - ETA: 3s - loss: 0.6769 - acc: 0.5700
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6769 - acc: 0.5698
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6770 - acc: 0.5700
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6769 - acc: 0.5703
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6769 - acc: 0.5699
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6768 - acc: 0.5702
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6769 - acc: 0.5699
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6770 - acc: 0.5697
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6769 - acc: 0.5701
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6768 - acc: 0.5707
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5708
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5709
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5710
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6768 - acc: 0.5707
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6769 - acc: 0.5708
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6769 - acc: 0.5709
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6770 - acc: 0.5706
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6771 - acc: 0.5704
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5705
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6771 - acc: 0.5706
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6771 - acc: 0.5706
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6772 - acc: 0.5705
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6772 - acc: 0.5703
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6773 - acc: 0.5703
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6772 - acc: 0.5705
30600/38888 [======================>.......] - ETA: 2s - loss: 0.6772 - acc: 0.5705
30800/38888 [======================>.......] - ETA: 2s - loss: 0.6772 - acc: 0.5704
31000/38888 [======================>.......] - ETA: 2s - loss: 0.6773 - acc: 0.5703
31200/38888 [=======================>......] - ETA: 2s - loss: 0.6774 - acc: 0.5702
31400/38888 [=======================>......] - ETA: 2s - loss: 0.6774 - acc: 0.5699
31600/38888 [=======================>......] - ETA: 2s - loss: 0.6773 - acc: 0.5704
31800/38888 [=======================>......] - ETA: 2s - loss: 0.6773 - acc: 0.5704
32000/38888 [=======================>......] - ETA: 2s - loss: 0.6773 - acc: 0.5704
32200/38888 [=======================>......] - ETA: 2s - loss: 0.6774 - acc: 0.5702
32400/38888 [=======================>......] - ETA: 1s - loss: 0.6776 - acc: 0.5697
32600/38888 [========================>.....] - ETA: 1s - loss: 0.6775 - acc: 0.5701
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6775 - acc: 0.5703
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6774 - acc: 0.5704
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6776 - acc: 0.5702
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6776 - acc: 0.5699
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6775 - acc: 0.5701
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5701
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5701
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6776 - acc: 0.5701
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5702
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6774 - acc: 0.5705
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6774 - acc: 0.5706
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6774 - acc: 0.5707
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6774 - acc: 0.5705
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6773 - acc: 0.5707
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6773 - acc: 0.5707
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6773 - acc: 0.5707
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6773 - acc: 0.5710
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6773 - acc: 0.5710
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6773 - acc: 0.5710
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6772 - acc: 0.5711
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6772 - acc: 0.5713
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6771 - acc: 0.5713
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6771 - acc: 0.5716
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6772 - acc: 0.5713
37700/38888 [============================>.] - ETA: 0s - loss: 0.6772 - acc: 0.5714
37900/38888 [============================>.] - ETA: 0s - loss: 0.6772 - acc: 0.5712
38100/38888 [============================>.] - ETA: 0s - loss: 0.6771 - acc: 0.5713
38300/38888 [============================>.] - ETA: 0s - loss: 0.6772 - acc: 0.5710
38500/38888 [============================>.] - ETA: 0s - loss: 0.6772 - acc: 0.5709
38700/38888 [============================>.] - ETA: 0s - loss: 0.6772 - acc: 0.5709
38888/38888 [==============================] - 12s 312us/step - loss: 0.6772 - acc: 0.5710 - val_loss: 0.6797 - val_acc: 0.5695
Epoch 17/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6950 - acc: 0.5000
  300/38888 [..............................] - ETA: 9s - loss: 0.6654 - acc: 0.5600 
  500/38888 [..............................] - ETA: 9s - loss: 0.6774 - acc: 0.5400
  700/38888 [..............................] - ETA: 9s - loss: 0.6766 - acc: 0.5529
 1000/38888 [..............................] - ETA: 9s - loss: 0.6802 - acc: 0.5580
 1200/38888 [..............................] - ETA: 9s - loss: 0.6778 - acc: 0.5533
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6768 - acc: 0.5557
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6773 - acc: 0.5647
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6775 - acc: 0.5650
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6780 - acc: 0.5664
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6783 - acc: 0.5654
 2700/38888 [=>............................] - ETA: 9s - loss: 0.6793 - acc: 0.5648
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6804 - acc: 0.5628
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6799 - acc: 0.5658
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6809 - acc: 0.5635
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6804 - acc: 0.5644
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6796 - acc: 0.5662
 4200/38888 [==>...........................] - ETA: 8s - loss: 0.6780 - acc: 0.5721
 4500/38888 [==>...........................] - ETA: 8s - loss: 0.6771 - acc: 0.5758
 4800/38888 [==>...........................] - ETA: 8s - loss: 0.6770 - acc: 0.5754
 5000/38888 [==>...........................] - ETA: 8s - loss: 0.6777 - acc: 0.5726
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6773 - acc: 0.5738
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6771 - acc: 0.5735
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6776 - acc: 0.5725
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6776 - acc: 0.5728
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6779 - acc: 0.5717
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6783 - acc: 0.5710
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6780 - acc: 0.5719
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6785 - acc: 0.5715
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6782 - acc: 0.5704
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6786 - acc: 0.5697
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6786 - acc: 0.5699
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6783 - acc: 0.5697
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6778 - acc: 0.5707
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6779 - acc: 0.5699
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6781 - acc: 0.5711
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6778 - acc: 0.5723
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6775 - acc: 0.5731
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6776 - acc: 0.5726
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6781 - acc: 0.5727
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6782 - acc: 0.5724
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6789 - acc: 0.5716
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6784 - acc: 0.5721
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6786 - acc: 0.5723
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5724
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5722
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5728
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6785 - acc: 0.5722
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6782 - acc: 0.5733
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6779 - acc: 0.5738
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6778 - acc: 0.5739
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6775 - acc: 0.5735
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6772 - acc: 0.5743
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6775 - acc: 0.5743
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6772 - acc: 0.5748
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6770 - acc: 0.5752
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6770 - acc: 0.5748
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6766 - acc: 0.5761
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6761 - acc: 0.5767
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6758 - acc: 0.5774
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6755 - acc: 0.5782
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6753 - acc: 0.5786
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6755 - acc: 0.5776
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6757 - acc: 0.5776
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6758 - acc: 0.5773
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6755 - acc: 0.5779
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6757 - acc: 0.5770
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6758 - acc: 0.5772
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6759 - acc: 0.5771
14800/38888 [==========>...................] - ETA: 7s - loss: 0.6759 - acc: 0.5771
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6759 - acc: 0.5770
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6759 - acc: 0.5771
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6760 - acc: 0.5765
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6760 - acc: 0.5766
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6758 - acc: 0.5772
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6760 - acc: 0.5767
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6760 - acc: 0.5766
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6761 - acc: 0.5769
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6760 - acc: 0.5769
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6761 - acc: 0.5765
17000/38888 [============>.................] - ETA: 6s - loss: 0.6761 - acc: 0.5766
17200/38888 [============>.................] - ETA: 6s - loss: 0.6762 - acc: 0.5769
17400/38888 [============>.................] - ETA: 6s - loss: 0.6762 - acc: 0.5763
17600/38888 [============>.................] - ETA: 6s - loss: 0.6764 - acc: 0.5753
17800/38888 [============>.................] - ETA: 6s - loss: 0.6763 - acc: 0.5760
18000/38888 [============>.................] - ETA: 6s - loss: 0.6764 - acc: 0.5762
18200/38888 [=============>................] - ETA: 6s - loss: 0.6766 - acc: 0.5759
18400/38888 [=============>................] - ETA: 6s - loss: 0.6764 - acc: 0.5765
18600/38888 [=============>................] - ETA: 5s - loss: 0.6763 - acc: 0.5769
18800/38888 [=============>................] - ETA: 5s - loss: 0.6762 - acc: 0.5767
19000/38888 [=============>................] - ETA: 5s - loss: 0.6762 - acc: 0.5770
19200/38888 [=============>................] - ETA: 5s - loss: 0.6761 - acc: 0.5772
19400/38888 [=============>................] - ETA: 5s - loss: 0.6762 - acc: 0.5771
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6763 - acc: 0.5764
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6763 - acc: 0.5765
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6763 - acc: 0.5763
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6764 - acc: 0.5762
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6764 - acc: 0.5758
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6764 - acc: 0.5757
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6764 - acc: 0.5759
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6763 - acc: 0.5761
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6761 - acc: 0.5770
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6761 - acc: 0.5771
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6761 - acc: 0.5770
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6761 - acc: 0.5769
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6762 - acc: 0.5769
22200/38888 [================>.............] - ETA: 4s - loss: 0.6763 - acc: 0.5767
22400/38888 [================>.............] - ETA: 4s - loss: 0.6764 - acc: 0.5763
22600/38888 [================>.............] - ETA: 4s - loss: 0.6764 - acc: 0.5763
22800/38888 [================>.............] - ETA: 4s - loss: 0.6765 - acc: 0.5763
23000/38888 [================>.............] - ETA: 4s - loss: 0.6763 - acc: 0.5767
23200/38888 [================>.............] - ETA: 4s - loss: 0.6764 - acc: 0.5766
23400/38888 [=================>............] - ETA: 4s - loss: 0.6763 - acc: 0.5768
23600/38888 [=================>............] - ETA: 4s - loss: 0.6762 - acc: 0.5769
23800/38888 [=================>............] - ETA: 4s - loss: 0.6762 - acc: 0.5770
24000/38888 [=================>............] - ETA: 4s - loss: 0.6762 - acc: 0.5771
24200/38888 [=================>............] - ETA: 4s - loss: 0.6763 - acc: 0.5770
24400/38888 [=================>............] - ETA: 4s - loss: 0.6762 - acc: 0.5770
24600/38888 [=================>............] - ETA: 4s - loss: 0.6762 - acc: 0.5768
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6764 - acc: 0.5762
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6764 - acc: 0.5761
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6763 - acc: 0.5762
25400/38888 [==================>...........] - ETA: 4s - loss: 0.6765 - acc: 0.5759
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6766 - acc: 0.5758
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6765 - acc: 0.5758
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6765 - acc: 0.5758
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6766 - acc: 0.5758
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6765 - acc: 0.5759
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6766 - acc: 0.5757
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6767 - acc: 0.5757
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6767 - acc: 0.5761
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6767 - acc: 0.5758
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5756
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6768 - acc: 0.5755
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6769 - acc: 0.5755
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6770 - acc: 0.5755
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6770 - acc: 0.5755
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6769 - acc: 0.5756
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6770 - acc: 0.5755
28800/38888 [=====================>........] - ETA: 3s - loss: 0.6770 - acc: 0.5753
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5752
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5749
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6769 - acc: 0.5752
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6769 - acc: 0.5752
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5747
30100/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5749
30300/38888 [======================>.......] - ETA: 2s - loss: 0.6772 - acc: 0.5747
30500/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5751
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6770 - acc: 0.5754
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5753
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5754
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6771 - acc: 0.5753
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6772 - acc: 0.5751
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6773 - acc: 0.5749
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6774 - acc: 0.5747
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6772 - acc: 0.5749
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6773 - acc: 0.5747
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6773 - acc: 0.5747
32800/38888 [========================>.....] - ETA: 1s - loss: 0.6774 - acc: 0.5745
33000/38888 [========================>.....] - ETA: 1s - loss: 0.6774 - acc: 0.5748
33200/38888 [========================>.....] - ETA: 1s - loss: 0.6774 - acc: 0.5747
33400/38888 [========================>.....] - ETA: 1s - loss: 0.6776 - acc: 0.5742
33600/38888 [========================>.....] - ETA: 1s - loss: 0.6775 - acc: 0.5741
33800/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5740
34000/38888 [=========================>....] - ETA: 1s - loss: 0.6776 - acc: 0.5741
34200/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5742
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5744
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6775 - acc: 0.5744
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6774 - acc: 0.5746
35000/38888 [==========================>...] - ETA: 1s - loss: 0.6775 - acc: 0.5744
35200/38888 [==========================>...] - ETA: 1s - loss: 0.6776 - acc: 0.5744
35400/38888 [==========================>...] - ETA: 1s - loss: 0.6777 - acc: 0.5742
35600/38888 [==========================>...] - ETA: 0s - loss: 0.6778 - acc: 0.5738
35800/38888 [==========================>...] - ETA: 0s - loss: 0.6778 - acc: 0.5739
36000/38888 [==========================>...] - ETA: 0s - loss: 0.6777 - acc: 0.5739
36200/38888 [==========================>...] - ETA: 0s - loss: 0.6775 - acc: 0.5742
36400/38888 [===========================>..] - ETA: 0s - loss: 0.6775 - acc: 0.5744
36600/38888 [===========================>..] - ETA: 0s - loss: 0.6774 - acc: 0.5743
36800/38888 [===========================>..] - ETA: 0s - loss: 0.6774 - acc: 0.5746
37000/38888 [===========================>..] - ETA: 0s - loss: 0.6775 - acc: 0.5744
37200/38888 [===========================>..] - ETA: 0s - loss: 0.6775 - acc: 0.5743
37400/38888 [===========================>..] - ETA: 0s - loss: 0.6776 - acc: 0.5739
37600/38888 [============================>.] - ETA: 0s - loss: 0.6775 - acc: 0.5742
37800/38888 [============================>.] - ETA: 0s - loss: 0.6776 - acc: 0.5742
38000/38888 [============================>.] - ETA: 0s - loss: 0.6776 - acc: 0.5741
38200/38888 [============================>.] - ETA: 0s - loss: 0.6776 - acc: 0.5740
38400/38888 [============================>.] - ETA: 0s - loss: 0.6777 - acc: 0.5737
38600/38888 [============================>.] - ETA: 0s - loss: 0.6776 - acc: 0.5737
38800/38888 [============================>.] - ETA: 0s - loss: 0.6777 - acc: 0.5734
38888/38888 [==============================] - 12s 312us/step - loss: 0.6777 - acc: 0.5733 - val_loss: 0.6798 - val_acc: 0.5684
Epoch 18/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6646 - acc: 0.5700
  300/38888 [..............................] - ETA: 10s - loss: 0.6611 - acc: 0.6033
  600/38888 [..............................] - ETA: 9s - loss: 0.6726 - acc: 0.5767 
  900/38888 [..............................] - ETA: 9s - loss: 0.6774 - acc: 0.5656
 1100/38888 [..............................] - ETA: 9s - loss: 0.6753 - acc: 0.5636
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6748 - acc: 0.5714
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6742 - acc: 0.5735
 2000/38888 [>.............................] - ETA: 9s - loss: 0.6743 - acc: 0.5715
 2200/38888 [>.............................] - ETA: 9s - loss: 0.6728 - acc: 0.5795
 2400/38888 [>.............................] - ETA: 9s - loss: 0.6741 - acc: 0.5750
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6757 - acc: 0.5715
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6787 - acc: 0.5648
 3100/38888 [=>............................] - ETA: 9s - loss: 0.6816 - acc: 0.5619
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6802 - acc: 0.5662
 3600/38888 [=>............................] - ETA: 9s - loss: 0.6795 - acc: 0.5681
 3800/38888 [=>............................] - ETA: 9s - loss: 0.6800 - acc: 0.5682
 4100/38888 [==>...........................] - ETA: 8s - loss: 0.6788 - acc: 0.5717
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6784 - acc: 0.5718
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6776 - acc: 0.5746
 4900/38888 [==>...........................] - ETA: 8s - loss: 0.6774 - acc: 0.5751
 5200/38888 [===>..........................] - ETA: 8s - loss: 0.6777 - acc: 0.5752
 5400/38888 [===>..........................] - ETA: 8s - loss: 0.6773 - acc: 0.5754
 5600/38888 [===>..........................] - ETA: 8s - loss: 0.6775 - acc: 0.5739
 5800/38888 [===>..........................] - ETA: 8s - loss: 0.6778 - acc: 0.5731
 6000/38888 [===>..........................] - ETA: 8s - loss: 0.6777 - acc: 0.5740
 6200/38888 [===>..........................] - ETA: 8s - loss: 0.6776 - acc: 0.5745
 6400/38888 [===>..........................] - ETA: 8s - loss: 0.6772 - acc: 0.5752
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6774 - acc: 0.5742
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6778 - acc: 0.5734
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6778 - acc: 0.5721
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5710
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6779 - acc: 0.5708
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6777 - acc: 0.5714
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6779 - acc: 0.5706
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6778 - acc: 0.5704
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6779 - acc: 0.5706
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6781 - acc: 0.5702
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6778 - acc: 0.5713
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6780 - acc: 0.5697
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6778 - acc: 0.5703
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6779 - acc: 0.5704
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6775 - acc: 0.5714
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6773 - acc: 0.5715
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6775 - acc: 0.5713
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6777 - acc: 0.5709
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6775 - acc: 0.5719
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6772 - acc: 0.5729
10600/38888 [=======>......................] - ETA: 7s - loss: 0.6771 - acc: 0.5725
10800/38888 [=======>......................] - ETA: 7s - loss: 0.6773 - acc: 0.5720
11000/38888 [=======>......................] - ETA: 7s - loss: 0.6774 - acc: 0.5717
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6774 - acc: 0.5714
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6774 - acc: 0.5717
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6777 - acc: 0.5716
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6778 - acc: 0.5711
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6778 - acc: 0.5702
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5704
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6780 - acc: 0.5706
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5708
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6780 - acc: 0.5707
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6779 - acc: 0.5708
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6778 - acc: 0.5705
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6776 - acc: 0.5714
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6776 - acc: 0.5714
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6775 - acc: 0.5720
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6778 - acc: 0.5714
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6778 - acc: 0.5713
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6778 - acc: 0.5710
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6778 - acc: 0.5711
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6776 - acc: 0.5718
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6777 - acc: 0.5715
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6775 - acc: 0.5724
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6773 - acc: 0.5732
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6771 - acc: 0.5737
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6768 - acc: 0.5743
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6767 - acc: 0.5745
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6767 - acc: 0.5748
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6765 - acc: 0.5751
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6765 - acc: 0.5750
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6764 - acc: 0.5754
17000/38888 [============>.................] - ETA: 6s - loss: 0.6765 - acc: 0.5750
17200/38888 [============>.................] - ETA: 6s - loss: 0.6767 - acc: 0.5747
17400/38888 [============>.................] - ETA: 6s - loss: 0.6767 - acc: 0.5742
17600/38888 [============>.................] - ETA: 6s - loss: 0.6766 - acc: 0.5743
17800/38888 [============>.................] - ETA: 6s - loss: 0.6765 - acc: 0.5743
18000/38888 [============>.................] - ETA: 6s - loss: 0.6765 - acc: 0.5747
18200/38888 [=============>................] - ETA: 6s - loss: 0.6763 - acc: 0.5751
18400/38888 [=============>................] - ETA: 5s - loss: 0.6765 - acc: 0.5742
18600/38888 [=============>................] - ETA: 5s - loss: 0.6764 - acc: 0.5747
18800/38888 [=============>................] - ETA: 5s - loss: 0.6765 - acc: 0.5743
19000/38888 [=============>................] - ETA: 5s - loss: 0.6766 - acc: 0.5738
19200/38888 [=============>................] - ETA: 5s - loss: 0.6769 - acc: 0.5734
19400/38888 [=============>................] - ETA: 5s - loss: 0.6771 - acc: 0.5728
19600/38888 [==============>...............] - ETA: 5s - loss: 0.6771 - acc: 0.5726
19800/38888 [==============>...............] - ETA: 5s - loss: 0.6771 - acc: 0.5725
20000/38888 [==============>...............] - ETA: 5s - loss: 0.6771 - acc: 0.5727
20200/38888 [==============>...............] - ETA: 5s - loss: 0.6769 - acc: 0.5728
20400/38888 [==============>...............] - ETA: 5s - loss: 0.6768 - acc: 0.5726
20600/38888 [==============>...............] - ETA: 5s - loss: 0.6767 - acc: 0.5732
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6767 - acc: 0.5731
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6767 - acc: 0.5729
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6767 - acc: 0.5733
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6767 - acc: 0.5731
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6769 - acc: 0.5726
21800/38888 [===============>..............] - ETA: 5s - loss: 0.6768 - acc: 0.5731
22000/38888 [===============>..............] - ETA: 4s - loss: 0.6768 - acc: 0.5730
22200/38888 [================>.............] - ETA: 4s - loss: 0.6767 - acc: 0.5728
22400/38888 [================>.............] - ETA: 4s - loss: 0.6769 - acc: 0.5725
22600/38888 [================>.............] - ETA: 4s - loss: 0.6771 - acc: 0.5720
22800/38888 [================>.............] - ETA: 4s - loss: 0.6771 - acc: 0.5722
23000/38888 [================>.............] - ETA: 4s - loss: 0.6773 - acc: 0.5720
23200/38888 [================>.............] - ETA: 4s - loss: 0.6772 - acc: 0.5718
23400/38888 [=================>............] - ETA: 4s - loss: 0.6773 - acc: 0.5715
23600/38888 [=================>............] - ETA: 4s - loss: 0.6774 - acc: 0.5711
23800/38888 [=================>............] - ETA: 4s - loss: 0.6774 - acc: 0.5711
24000/38888 [=================>............] - ETA: 4s - loss: 0.6773 - acc: 0.5713
24200/38888 [=================>............] - ETA: 4s - loss: 0.6775 - acc: 0.5712
24400/38888 [=================>............] - ETA: 4s - loss: 0.6774 - acc: 0.5712
24600/38888 [=================>............] - ETA: 4s - loss: 0.6773 - acc: 0.5715
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6774 - acc: 0.5716
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6772 - acc: 0.5722
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6773 - acc: 0.5721
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6774 - acc: 0.5719
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6773 - acc: 0.5722
25800/38888 [==================>...........] - ETA: 3s - loss: 0.6772 - acc: 0.5722
26000/38888 [===================>..........] - ETA: 3s - loss: 0.6773 - acc: 0.5721
26200/38888 [===================>..........] - ETA: 3s - loss: 0.6774 - acc: 0.5719
26400/38888 [===================>..........] - ETA: 3s - loss: 0.6774 - acc: 0.5721
26600/38888 [===================>..........] - ETA: 3s - loss: 0.6773 - acc: 0.5721
26800/38888 [===================>..........] - ETA: 3s - loss: 0.6771 - acc: 0.5726
27000/38888 [===================>..........] - ETA: 3s - loss: 0.6771 - acc: 0.5726
27200/38888 [===================>..........] - ETA: 3s - loss: 0.6769 - acc: 0.5729
27400/38888 [====================>.........] - ETA: 3s - loss: 0.6768 - acc: 0.5733
27600/38888 [====================>.........] - ETA: 3s - loss: 0.6768 - acc: 0.5734
27800/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5736
28000/38888 [====================>.........] - ETA: 3s - loss: 0.6766 - acc: 0.5739
28200/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5740
28400/38888 [====================>.........] - ETA: 3s - loss: 0.6767 - acc: 0.5739
28600/38888 [=====================>........] - ETA: 3s - loss: 0.6767 - acc: 0.5743
28800/38888 [=====================>........] - ETA: 2s - loss: 0.6769 - acc: 0.5744
29000/38888 [=====================>........] - ETA: 2s - loss: 0.6768 - acc: 0.5746
29200/38888 [=====================>........] - ETA: 2s - loss: 0.6769 - acc: 0.5746
29400/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5744
29600/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5742
29800/38888 [=====================>........] - ETA: 2s - loss: 0.6770 - acc: 0.5744
30000/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5739
30200/38888 [======================>.......] - ETA: 2s - loss: 0.6771 - acc: 0.5736
30400/38888 [======================>.......] - ETA: 2s - loss: 0.6770 - acc: 0.5741
30700/38888 [======================>.......] - ETA: 2s - loss: 0.6770 - acc: 0.5740
30900/38888 [======================>.......] - ETA: 2s - loss: 0.6769 - acc: 0.5745
31100/38888 [======================>.......] - ETA: 2s - loss: 0.6769 - acc: 0.5746
31300/38888 [=======================>......] - ETA: 2s - loss: 0.6770 - acc: 0.5745
31500/38888 [=======================>......] - ETA: 2s - loss: 0.6769 - acc: 0.5746
31700/38888 [=======================>......] - ETA: 2s - loss: 0.6769 - acc: 0.5747
31900/38888 [=======================>......] - ETA: 2s - loss: 0.6769 - acc: 0.5748
32100/38888 [=======================>......] - ETA: 2s - loss: 0.6770 - acc: 0.5744
32300/38888 [=======================>......] - ETA: 1s - loss: 0.6770 - acc: 0.5746
32500/38888 [========================>.....] - ETA: 1s - loss: 0.6770 - acc: 0.5746
32700/38888 [========================>.....] - ETA: 1s - loss: 0.6769 - acc: 0.5747
32900/38888 [========================>.....] - ETA: 1s - loss: 0.6769 - acc: 0.5747
33100/38888 [========================>.....] - ETA: 1s - loss: 0.6769 - acc: 0.5748
33300/38888 [========================>.....] - ETA: 1s - loss: 0.6770 - acc: 0.5747
33500/38888 [========================>.....] - ETA: 1s - loss: 0.6769 - acc: 0.5749
33700/38888 [========================>.....] - ETA: 1s - loss: 0.6769 - acc: 0.5746
33900/38888 [=========================>....] - ETA: 1s - loss: 0.6769 - acc: 0.5747
34100/38888 [=========================>....] - ETA: 1s - loss: 0.6770 - acc: 0.5746
34400/38888 [=========================>....] - ETA: 1s - loss: 0.6770 - acc: 0.5742
34600/38888 [=========================>....] - ETA: 1s - loss: 0.6769 - acc: 0.5742
34800/38888 [=========================>....] - ETA: 1s - loss: 0.6769 - acc: 0.5742
35100/38888 [==========================>...] - ETA: 1s - loss: 0.6769 - acc: 0.5744
35300/38888 [==========================>...] - ETA: 1s - loss: 0.6769 - acc: 0.5743
35500/38888 [==========================>...] - ETA: 1s - loss: 0.6767 - acc: 0.5749
35700/38888 [==========================>...] - ETA: 0s - loss: 0.6768 - acc: 0.5747
35900/38888 [==========================>...] - ETA: 0s - loss: 0.6768 - acc: 0.5750
36100/38888 [==========================>...] - ETA: 0s - loss: 0.6770 - acc: 0.5748
36300/38888 [===========================>..] - ETA: 0s - loss: 0.6770 - acc: 0.5750
36500/38888 [===========================>..] - ETA: 0s - loss: 0.6769 - acc: 0.5753
36700/38888 [===========================>..] - ETA: 0s - loss: 0.6768 - acc: 0.5752
36900/38888 [===========================>..] - ETA: 0s - loss: 0.6769 - acc: 0.5752
37100/38888 [===========================>..] - ETA: 0s - loss: 0.6768 - acc: 0.5754
37300/38888 [===========================>..] - ETA: 0s - loss: 0.6769 - acc: 0.5753
37500/38888 [===========================>..] - ETA: 0s - loss: 0.6769 - acc: 0.5751
37700/38888 [============================>.] - ETA: 0s - loss: 0.6769 - acc: 0.5749
37900/38888 [============================>.] - ETA: 0s - loss: 0.6771 - acc: 0.5744
38100/38888 [============================>.] - ETA: 0s - loss: 0.6771 - acc: 0.5743
38300/38888 [============================>.] - ETA: 0s - loss: 0.6771 - acc: 0.5744
38500/38888 [============================>.] - ETA: 0s - loss: 0.6771 - acc: 0.5747
38700/38888 [============================>.] - ETA: 0s - loss: 0.6770 - acc: 0.5748
38888/38888 [==============================] - 12s 310us/step - loss: 0.6771 - acc: 0.5747 - val_loss: 0.6799 - val_acc: 0.5660
Epoch 19/20

  100/38888 [..............................] - ETA: 10s - loss: 0.6696 - acc: 0.5800
  300/38888 [..............................] - ETA: 10s - loss: 0.6858 - acc: 0.5700
  500/38888 [..............................] - ETA: 10s - loss: 0.6817 - acc: 0.5880
  700/38888 [..............................] - ETA: 10s - loss: 0.6834 - acc: 0.5729
 1000/38888 [..............................] - ETA: 10s - loss: 0.6808 - acc: 0.5780
 1200/38888 [..............................] - ETA: 10s - loss: 0.6828 - acc: 0.5708
 1400/38888 [>.............................] - ETA: 9s - loss: 0.6802 - acc: 0.5793 
 1700/38888 [>.............................] - ETA: 9s - loss: 0.6812 - acc: 0.5694
 1900/38888 [>.............................] - ETA: 9s - loss: 0.6792 - acc: 0.5711
 2100/38888 [>.............................] - ETA: 9s - loss: 0.6789 - acc: 0.5752
 2300/38888 [>.............................] - ETA: 9s - loss: 0.6775 - acc: 0.5778
 2600/38888 [=>............................] - ETA: 9s - loss: 0.6797 - acc: 0.5731
 2900/38888 [=>............................] - ETA: 9s - loss: 0.6807 - acc: 0.5697
 3200/38888 [=>............................] - ETA: 9s - loss: 0.6795 - acc: 0.5713
 3400/38888 [=>............................] - ETA: 9s - loss: 0.6791 - acc: 0.5706
 3700/38888 [=>............................] - ETA: 9s - loss: 0.6793 - acc: 0.5681
 3900/38888 [==>...........................] - ETA: 9s - loss: 0.6787 - acc: 0.5705
 4100/38888 [==>...........................] - ETA: 9s - loss: 0.6787 - acc: 0.5685
 4400/38888 [==>...........................] - ETA: 8s - loss: 0.6790 - acc: 0.5684
 4600/38888 [==>...........................] - ETA: 8s - loss: 0.6794 - acc: 0.5667
 4800/38888 [==>...........................] - ETA: 9s - loss: 0.6793 - acc: 0.5675
 5000/38888 [==>...........................] - ETA: 9s - loss: 0.6799 - acc: 0.5660
 5200/38888 [===>..........................] - ETA: 9s - loss: 0.6798 - acc: 0.5662
 5400/38888 [===>..........................] - ETA: 9s - loss: 0.6792 - acc: 0.5667
 5600/38888 [===>..........................] - ETA: 9s - loss: 0.6792 - acc: 0.5663
 5800/38888 [===>..........................] - ETA: 9s - loss: 0.6787 - acc: 0.5676
 6000/38888 [===>..........................] - ETA: 9s - loss: 0.6782 - acc: 0.5680
 6200/38888 [===>..........................] - ETA: 9s - loss: 0.6781 - acc: 0.5674
 6400/38888 [===>..........................] - ETA: 9s - loss: 0.6772 - acc: 0.5691
 6600/38888 [====>.........................] - ETA: 8s - loss: 0.6770 - acc: 0.5688
 6800/38888 [====>.........................] - ETA: 8s - loss: 0.6772 - acc: 0.5684
 7000/38888 [====>.........................] - ETA: 8s - loss: 0.6773 - acc: 0.5684
 7200/38888 [====>.........................] - ETA: 8s - loss: 0.6776 - acc: 0.5682
 7400/38888 [====>.........................] - ETA: 8s - loss: 0.6783 - acc: 0.5674
 7600/38888 [====>.........................] - ETA: 8s - loss: 0.6781 - acc: 0.5679
 7800/38888 [=====>........................] - ETA: 8s - loss: 0.6781 - acc: 0.5686
 8000/38888 [=====>........................] - ETA: 8s - loss: 0.6783 - acc: 0.5680
 8200/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5682
 8400/38888 [=====>........................] - ETA: 8s - loss: 0.6784 - acc: 0.5690
 8600/38888 [=====>........................] - ETA: 8s - loss: 0.6782 - acc: 0.5700
 8800/38888 [=====>........................] - ETA: 8s - loss: 0.6782 - acc: 0.5706
 9000/38888 [=====>........................] - ETA: 8s - loss: 0.6783 - acc: 0.5706
 9200/38888 [======>.......................] - ETA: 8s - loss: 0.6786 - acc: 0.5698
 9400/38888 [======>.......................] - ETA: 8s - loss: 0.6788 - acc: 0.5687
 9600/38888 [======>.......................] - ETA: 8s - loss: 0.6784 - acc: 0.5698
 9800/38888 [======>.......................] - ETA: 8s - loss: 0.6789 - acc: 0.5683
10000/38888 [======>.......................] - ETA: 8s - loss: 0.6788 - acc: 0.5687
10200/38888 [======>.......................] - ETA: 8s - loss: 0.6785 - acc: 0.5701
10400/38888 [=======>......................] - ETA: 8s - loss: 0.6783 - acc: 0.5708
10600/38888 [=======>......................] - ETA: 8s - loss: 0.6783 - acc: 0.5709
10800/38888 [=======>......................] - ETA: 8s - loss: 0.6785 - acc: 0.5697
11000/38888 [=======>......................] - ETA: 8s - loss: 0.6782 - acc: 0.5705
11200/38888 [=======>......................] - ETA: 7s - loss: 0.6781 - acc: 0.5712
11400/38888 [=======>......................] - ETA: 7s - loss: 0.6780 - acc: 0.5712
11600/38888 [=======>......................] - ETA: 7s - loss: 0.6780 - acc: 0.5711
11800/38888 [========>.....................] - ETA: 7s - loss: 0.6777 - acc: 0.5714
12000/38888 [========>.....................] - ETA: 7s - loss: 0.6781 - acc: 0.5702
12200/38888 [========>.....................] - ETA: 7s - loss: 0.6783 - acc: 0.5704
12400/38888 [========>.....................] - ETA: 7s - loss: 0.6782 - acc: 0.5706
12600/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5718
12800/38888 [========>.....................] - ETA: 7s - loss: 0.6779 - acc: 0.5715
13000/38888 [=========>....................] - ETA: 7s - loss: 0.6780 - acc: 0.5712
13200/38888 [=========>....................] - ETA: 7s - loss: 0.6780 - acc: 0.5715
13400/38888 [=========>....................] - ETA: 7s - loss: 0.6781 - acc: 0.5716
13600/38888 [=========>....................] - ETA: 7s - loss: 0.6782 - acc: 0.5715
13800/38888 [=========>....................] - ETA: 7s - loss: 0.6781 - acc: 0.5717
14000/38888 [=========>....................] - ETA: 7s - loss: 0.6781 - acc: 0.5716
14200/38888 [=========>....................] - ETA: 7s - loss: 0.6781 - acc: 0.5722
14400/38888 [==========>...................] - ETA: 7s - loss: 0.6782 - acc: 0.5724
14600/38888 [==========>...................] - ETA: 7s - loss: 0.6781 - acc: 0.5723
14800/38888 [==========>...................] - ETA: 6s - loss: 0.6780 - acc: 0.5727
15000/38888 [==========>...................] - ETA: 6s - loss: 0.6781 - acc: 0.5732
15200/38888 [==========>...................] - ETA: 6s - loss: 0.6780 - acc: 0.5730
15400/38888 [==========>...................] - ETA: 6s - loss: 0.6783 - acc: 0.5720
15600/38888 [===========>..................] - ETA: 6s - loss: 0.6782 - acc: 0.5722
15800/38888 [===========>..................] - ETA: 6s - loss: 0.6783 - acc: 0.5720
16000/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5723
16200/38888 [===========>..................] - ETA: 6s - loss: 0.6782 - acc: 0.5714
16400/38888 [===========>..................] - ETA: 6s - loss: 0.6782 - acc: 0.5712
16600/38888 [===========>..................] - ETA: 6s - loss: 0.6782 - acc: 0.5709
16800/38888 [===========>..................] - ETA: 6s - loss: 0.6780 - acc: 0.5712
17000/38888 [============>.................] - ETA: 6s - loss: 0.6781 - acc: 0.5711
17200/38888 [============>.................] - ETA: 6s - loss: 0.6779 - acc: 0.5710
17400/38888 [============>.................] - ETA: 6s - loss: 0.6778 - acc: 0.5715
17600/38888 [============>.................] - ETA: 6s - loss: 0.6776 - acc: 0.5718
17800/38888 [============>.................] - ETA: 6s - loss: 0.6778 - acc: 0.5713
18000/38888 [============>.................] - ETA: 6s - loss: 0.6778 - acc: 0.5713
18200/38888 [=============>................] - ETA: 6s - loss: 0.6780 - acc: 0.5707
18500/38888 [=============>................] - ETA: 5s - loss: 0.6779 - acc: 0.5701
18700/38888 [=============>................] - ETA: 5s - loss: 0.6778 - acc: 0.5698
18900/38888 [=============>................] - ETA: 5s - loss: 0.6777 - acc: 0.5702
19100/38888 [=============>................] - ETA: 5s - loss: 0.6777 - acc: 0.5699
19300/38888 [=============>................] - ETA: 5s - loss: 0.6775 - acc: 0.5702
19500/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5699
19700/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5701
19900/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5702
20100/38888 [==============>...............] - ETA: 5s - loss: 0.6776 - acc: 0.5703
20300/38888 [==============>...............] - ETA: 5s - loss: 0.6774 - acc: 0.5708
20500/38888 [==============>...............] - ETA: 5s - loss: 0.6775 - acc: 0.5707
20800/38888 [===============>..............] - ETA: 5s - loss: 0.6776 - acc: 0.5708
21000/38888 [===============>..............] - ETA: 5s - loss: 0.6776 - acc: 0.5707
21200/38888 [===============>..............] - ETA: 5s - loss: 0.6777 - acc: 0.5707
21400/38888 [===============>..............] - ETA: 5s - loss: 0.6776 - acc: 0.5704
21600/38888 [===============>..............] - ETA: 5s - loss: 0.6778 - acc: 0.5704
21800/38888 [===============>..............] - ETA: 4s - loss: 0.6779 - acc: 0.5699
21900/38888 [===============>..............] - ETA: 4s - loss: 0.6780 - acc: 0.5700
22100/38888 [================>.............] - ETA: 4s - loss: 0.6781 - acc: 0.5696
22300/38888 [================>.............] - ETA: 4s - loss: 0.6783 - acc: 0.5695
22500/38888 [================>.............] - ETA: 4s - loss: 0.6782 - acc: 0.5695
22700/38888 [================>.............] - ETA: 4s - loss: 0.6781 - acc: 0.5703
22900/38888 [================>.............] - ETA: 4s - loss: 0.6780 - acc: 0.5705
23100/38888 [================>.............] - ETA: 4s - loss: 0.6780 - acc: 0.5705
23300/38888 [================>.............] - ETA: 4s - loss: 0.6781 - acc: 0.5703
23500/38888 [=================>............] - ETA: 4s - loss: 0.6781 - acc: 0.5702
23700/38888 [=================>............] - ETA: 4s - loss: 0.6779 - acc: 0.5706
24000/38888 [=================>............] - ETA: 4s - loss: 0.6779 - acc: 0.5703
24200/38888 [=================>............] - ETA: 4s - loss: 0.6779 - acc: 0.5702
24400/38888 [=================>............] - ETA: 4s - loss: 0.6777 - acc: 0.5704
24600/38888 [=================>............] - ETA: 4s - loss: 0.6776 - acc: 0.5709
24800/38888 [==================>...........] - ETA: 4s - loss: 0.6776 - acc: 0.5706
25000/38888 [==================>...........] - ETA: 4s - loss: 0.6775 - acc: 0.5706
25200/38888 [==================>...........] - ETA: 4s - loss: 0.6776 - acc: 0.5707
25400/38888 [==================>...........] - ETA: 3s - loss: 0.6776 - acc: 0.5711
25600/38888 [==================>...........] - ETA: 3s - loss: 0.6775 - acc: 0.5715
25900/38888 [==================>...........] - ETA: 3s - loss: 0.6778 - acc: 0.5714
26100/38888 [===================>..........] - ETA: 3s - loss: 0.6777 - acc: 0.5716
26300/38888 [===================>..........] - ETA: 3s - loss: 0.6779 - acc: 0.5712
26500/38888 [===================>..........] - ETA: 3s - loss: 0.6779 - acc: 0.5713
26700/38888 [===================>..........] - ETA: 3s - loss: 0.6779 - acc: 0.5713
26900/38888 [===================>..........] - ETA: 3s - loss: 0.6781 - acc: 0.5711
27100/38888 [===================>..........] - ETA: 3s - loss: 0.6781 - acc: 0.5710
27300/38888 [====================>.........] - ETA: 3s - loss: 0.6781 - acc: 0.5710
27500/38888 [====================>.........] - ETA: 3s - loss: 0.6781 - acc: 0.5708
27700/38888 [====================>.........] - ETA: 3s - loss: 0.6782 - acc: 0.5708
27900/38888 [====================>.........] - ETA: 3s - loss: 0.6782 - acc: 0.5707
28100/38888 [====================>.........] - ETA: 3s - loss: 0.6781 - acc: 0.5710
28300/38888 [====================>.........] - ETA: 3s - loss: 0.6782 - acc: 0.5705
28500/38888 [====================>.........] - ETA: 3s - loss: 0.6781 - acc: 0.5707
28700/38888 [=====================>........] - ETA: 3s - loss: 0.6780 - acc: 0.5711
28900/38888 [=====================>........] - ETA: 2s - loss: 0.6779 - acc: 0.5712
29100/38888 [=====================>........] - ETA: 2s - loss: 0.6779 - acc: 0.5712
29300/38888 [=====================>........] - ETA: 2s - loss: 0.6780 - acc: 0.5711
29500/38888 [=====================>........] - ETA: 2s - loss: 0.6780 - acc: 0.5714
29700/38888 [=====================>........] - ETA: 2s - loss: 0.6780 - acc: 0.5714
29900/38888 [======================>.......] - ETA: 2s - loss: 0.6781 - acc: 0.5714
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38888/38888 [==============================] - 12s 307us/step - loss: 0.6770 - acc: 0.5741 - val_loss: 0.6797 - val_acc: 0.5658
Epoch 20/20

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38888/38888 [==============================] - 11s 279us/step - loss: 0.6762 - acc: 0.5758 - val_loss: 0.6801 - val_acc: 0.5675
emb_os <- (model$get_layer("os") %>% get_weights())[[1]]
emb_os %>% dim() 
[1]  4 64
pca <- prcomp(emb_os, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]
pca %>%
  as.data.frame() %>%
  mutate(class = data$OperatingSystem %>% levels()) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))

---
title: "Entity embeddings 1: Extracting relationships"
output:
  html_notebook:
editor_options: 
  chunk_output_type: inline
---


### The data


```{r}
library(dplyr)
library(ggplot2)
library(readr)
library(keras)
library(purrr)
library(forcats)
library(ggrepel)

use_session_with_seed(7777, disable_gpu = FALSE, disable_parallel_cpu = FALSE)

data <- read_csv("data/survey_results_public.csv", progress = FALSE)
```

We zoom in on a few categorical variables. For our demo, we want to try to predict ethical convictions/behavior (as measured by one of four ethics-related questions), as well as job satisfaction.
Thus, in the pick of variables below we plan to use `EthicsChoice` and `JobSatisfaction` as targets, the others as predictors.

```{r}
data <- data %>% select(
  FormalEducation,
  UndergradMajor,
  starts_with("AssessJob"),
  EthicsChoice,
  LanguageWorkedWith,
  OperatingSystem,
  EthicsChoice,
  JobSatisfaction
)

data <- data %>% mutate_if(is.character, factor)
```

### Variable contents/formats

```{r}
data %>% glimpse()
```

Let's switch to `survey_results_schema.csv` to see what these variables are.

For the predictors, we have 3 different formats here:

- "normal" (single-choice) categorical variables (`FormalEducation`, `UndergradMajor`, `OperatingSystem`)
- multiple-choice categorical variables (`LanguageWorkedWith`)
- rankings (`AssessJob1` etc.)

We will need to think about how we can meaningfully encode them.


### Preprocessing / variable encoding

The variables we are interested in show a tendency to have been left unanswered by quite a few respondents, so the easiest way to handle missing data here is to exclude the respective participants completely.

```{r}
data <- na.omit(data)
```

That leaves us with ~48,000 completed (as far as we're concerned) questionnaires.
Looking at the variables' contents, we see we'll have to do something with them before we can start training.

```{r}
data %>% glimpse()
```

#### Target variables

We want to binarize both target variables. Let's inspect them, starting with `EthicsChoice`.

```{r}
jslevels <- levels(data$JobSatisfaction)
elevels <- levels(data$EthicsChoice)

data <- data %>% mutate(
  JobSatisfaction = JobSatisfaction %>% fct_relevel(
    jslevels[1],
    jslevels[3],
    jslevels[6],
    jslevels[5],
    jslevels[7],
    jslevels[4],
    jslevels[2]
  ),
  EthicsChoice = EthicsChoice %>% fct_relevel(
    elevels[2],
    elevels[1],
    elevels[3]
  ) 
)

ggplot(data, aes(EthicsChoice)) + geom_bar()
```


You might agree that with a question containing the phrase _a purpose or product that you consider extremely unethical_, the answer "depends on what it is" feels closer to "yes" than to "no". If that seems like too skeptical a thought, it's still the only binarization that achieves a sensible split.

```{r}
data <- data %>% mutate(
  EthicsChoice = if_else(as.numeric(EthicsChoice) == 2, 1, 0)
  )
```



Looking at our second target variable, `JobSatisfaction`:

```{r}
ggplot(data, aes(JobSatisfaction)) + geom_bar()
```



We think that given the mode at "moderately satisfied", a sensible way to binarize is a split into "moderately satisfied" and "extremely satisfied" on one side, all remaining options on the other:

```{r}
data <- data %>% mutate(
  JobSatisfaction = if_else(as.numeric(JobSatisfaction) > 5, 1, 0)
  )
```


#### Predictors

##### Single-choice (`FormalEducation`, `UndergradMajor` and `OperatingSystem`)

These can simply be one-hot-encoded.
For curiosity's sake, let's look at how they're distributed:

```{r}
data %>% group_by(FormalEducation) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
```


```{r}
data %>% group_by(UndergradMajor) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
```


```{r}
data %>% group_by(OperatingSystem) %>%
  summarise(count = n()) %>%
  arrange(desc(count))
```


##### `LanguageWorkedWith` (multiple-choice)

`LanguageWorkedWith`contains sequences of programming languages, concatenated by semicolon.
There are several ways to deal with this.
One way to unpack these is using Keras' `text_tokenizer`.

```{r}
language_tokenizer <- text_tokenizer(split = ";", filters = "")
language_tokenizer %>% fit_text_tokenizer(data$LanguageWorkedWith)
```


```{r}
language_tokenizer$word_counts
```


We have 38 languages overall. We're curious to see what people work with, of course:

```{r}
data.frame(
  name = language_tokenizer$word_counts %>% names(),
  count = language_tokenizer$word_counts %>% unlist() %>% unname()
) %>%
 arrange(desc(count))
```


Now `texts_to_matrix` will nicely create a multi-hot representation of the multiple-choice column.

```{r}
langs <- language_tokenizer %>%
  texts_to_matrix(data$LanguageWorkedWith, mode = "count")
langs[1:3, ]
```



We can simply append these columns to the dataframe (and do a little cleanup):

```{r}
data <- data %>% cbind(langs[, 2:39]) # the very first column is not useful
data <- data %>% rename_at(vars(`1`:`38`), funs(paste0(language_tokenizer$index_word[as.integer(.)])))
data <- data %>% select(-LanguageWorkedWith)
```


##### AssessJob[n] (multiple rankings)

For quick reference, hese were the features that had to be ranked:

> The industry that I'd be working in

> The financial performance or funding status of the company or organization

> The specific department or team I'd be working on

> The languages, frameworks, and other technologies I'd be working with

> The compensation and benefits offered

> The office environment or company culture

> The opportunity to work from home/remotely

> Opportunities for professional development

> The diversity of the company or organization

> How widely used or impactful the product or service I'd be working on is


Columns `AssessJob1` to `AssessJob10` contain the respective ranks, that is, values between 1 and 10.

Here, we need to find a way to preprocess this column that "makes sense" on the one hand, and we know how to technically do it on the other hand. The following procedure is just a suggestion - you can do it differently in the exercise if you want.

Based on introspection about the cognitive effort to actually establish an order among 10 items, we decided to pull out the three top-ranked features per person and treat them as equal. 

As a first step, we extract and concatenate these:


```{r}
data <- data %>% mutate(
  val_1 = if_else(
   AssessJob1 == 1, "industry", if_else(
    AssessJob2 == 1, "company_financial_status", if_else(
      AssessJob3 == 1, "department", if_else(
        AssessJob4 == 1, "languages_frameworks", if_else(
          AssessJob5 == 1, "compensation", if_else(
            AssessJob6 == 1, "company_culture", if_else(
              AssessJob7 == 1, "remote", if_else(
                AssessJob8 == 1, "development", if_else(
                  AssessJob10 == 1, "diversity", "impact"))))))))),
  val_2 = if_else(
    AssessJob1 == 2, "industry", if_else(
      AssessJob2 == 2, "company_financial_status", if_else(
        AssessJob3 == 2, "department", if_else(
          AssessJob4 == 2, "languages_frameworks", if_else(
            AssessJob5 == 2, "compensation", if_else(
              AssessJob6 == 2, "company_culture", if_else(
                AssessJob7 == 1, "remote", if_else(
                  AssessJob8 == 1, "development", if_else(
                    AssessJob10 == 1, "diversity", "impact"))))))))),
  val_3 = if_else(
    AssessJob1 == 3, "industry", if_else(
      AssessJob2 == 3, "company_financial_status", if_else(
        AssessJob3 == 3, "department", if_else(
          AssessJob4 == 3, "languages_frameworks", if_else(
            AssessJob5 == 3, "compensation", if_else(
              AssessJob6 == 3, "company_culture", if_else(
                AssessJob7 == 3, "remote", if_else(
                  AssessJob8 == 3, "development", if_else(
                    AssessJob10 == 3, "diversity", "impact")))))))))
  )

data <- data %>% mutate(
  job_vals = paste(val_1, val_2, val_3, sep = ";") %>% factor()
)

data <- data %>% select(
  -c(starts_with("AssessJob"), starts_with("val_"))
)

data$job_vals[1:10]
```


Now, that column looks exactly like `LanguageWorkedWith` looked before, so we can use the same method as above to produce a one-hot-encoded version.

```{r}
values_tokenizer <- text_tokenizer(split = ";", filters = "")
values_tokenizer %>% fit_text_tokenizer(data$job_vals)
```

Now, using the same method as above:

```{r}
job_values <- values_tokenizer %>% texts_to_matrix(data$job_vals, mode = "count")
data <- data %>% cbind(job_values[, 2:11])
data <- data %>% rename_at(vars(`1`:`10`), funs(paste0(values_tokenizer$index_word[as.integer(.)])))
data <- data %>% select(-job_vals)
```


we end up with a dataset that looks like this:

```{r}
data %>% glimpse()
```


which we further reduce to a design matrix `X` removing the binarized target variables 

```{r}
X <- data %>% select(-c(JobSatisfaction, EthicsChoice))
```

Now we are ready to continue either with or without embeddings. Our focus is on embeddings here, but we list the one-hot code just for reference.

Just in case you wanted to compare performance with and without embeddings, we do the train-test split in advance for both:

```{r}
train_indices <- sample(1:nrow(X), 0.8 * nrow(X))
```


### Embeddings model

In the embeddings model, we don't need to use `to_categorical` on the remaining factors, as embedding layers can work with integer input data. We thus just convert the factors to integers:

```{r}
X_embed <- X %>%
  mutate_if(is.factor, compose(partial(`-`, 1, .first = FALSE), as.integer))
```

Now for the model. Effectively we have five groups of entities here: formal education, undergrad major, operating system, languages worked with, and highest-counting values with respect to jobs. Each of these groups get embedded separately, so we need to use the Keras functional API and declare five different inputs.

```{r}
input_fe <- layer_input(shape = 1)        # formal education, encoded as integer
input_um <- layer_input(shape = 1)        # undergrad major, encoded as integer
input_os <- layer_input(shape = 1)        # operating system, encoded as integer
input_langs <- layer_input(shape = 38)    # languages worked with, multi-hot-encoded
input_vals <- layer_input(shape = 10)     # values, multi-hot-encoded
```

Having embedded them separately, we concatenate the outputs for further common processing.

```{r}
concat <- layer_concatenate(
  list(
    input_fe %>%
      layer_embedding(
        input_dim = length(levels(data$FormalEducation)),
        output_dim = 64,
        name = "fe"
      ) %>%
      layer_flatten(),
    input_um %>%
      layer_embedding(
        input_dim = length(levels(data$UndergradMajor)),
        output_dim = 64,
        name = "um"
      ) %>%
      layer_flatten(),
    input_os %>%
      layer_embedding(
        input_dim = length(levels(data$OperatingSystem)),
        output_dim = 64,
        name = "os"
      ) %>%
      layer_flatten(),
    input_langs %>%
       layer_embedding(input_dim = 38, output_dim = 256,
                       name = "langs")%>%
       layer_flatten(),
    input_vals %>%
      layer_embedding(input_dim = 10, output_dim = 128,
                      name = "vals")%>%
      layer_flatten()
  )
)

output <- concat %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(units = 1, activation = "sigmoid")

```


So there go model definition and compilation:

```{r}
model <- keras_model(list(input_fe, input_um, input_os, input_langs, input_vals), output)

model %>% compile(
  loss = "binary_crossentropy",
  optimizer = "adam",
  metrics = "accuracy"
  )
```


Now to pass the data to the model, we need to chop it up into ranges of columns matching the inputs.

```{r}
y_train <- data$EthicsChoice[train_indices] %>% as.matrix()
y_valid <- data$EthicsChoice[-train_indices] %>% as.matrix()

x_train <-
  list(
    X_embed[train_indices, 1, drop = FALSE] %>% as.matrix() ,
    X_embed[train_indices , 2, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 3, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 4:41, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 42:51, drop = FALSE] %>% as.matrix()
  )
x_valid <- list(
  X_embed[-train_indices, 1, drop = FALSE] %>% as.matrix() ,
  X_embed[-train_indices , 2, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 3, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 4:41, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 42:51, drop = FALSE] %>% as.matrix()
)
```


And we're ready to train.

```{r}
model %>% fit(
  x_train,
  y_train,
  validation_data = list(x_valid, y_valid),
  epochs = 20,
  batch_size = 100
)
```


Using the same train-test split as before, this results in an accuracy of ... ~0.65 (just as before). 
But in this use case, we're mainly interested in extracting relationships from the learned embeddings.


#### Extracting relationships from the learned embeddings

We'll show the code here for the _job values_ embeddings, - it is directly transferable to the other ones.
_The embeddings_, that's just the weight matrix of the respective layer, of dimension `number of different values` times `embedding size`.

```{r}
emb_vals <- (model$get_layer("vals") %>% get_weights())[[1]]
emb_vals %>% dim() 
```

We can then perform dimensionality reduction on the raw values, e.g., PCA

```{r}
pca <- prcomp(emb_vals, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]
```


and plot the results.

```{r}
pca %>%
  as.data.frame() %>%
  mutate(class = attr(values_tokenizer$word_index, "names")) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))
```


When looking at the results, please keep in mind:

- Accuracy on the prediction task that lead to these embedding matrices was pretty modest - this means we shouldn't take the embeddings results too seriously, either.
- To obtain these embeddings, we've made use of an extraneous variable (the ethical behavior to be predicted). So any learned relationships are never "absolute", but always to be seen in relation to the way they were learned. This is why we chose an additional target variable, `JobSatisfaction`, for you to compare with.


# Quizzes

## Quiz 1: Cosine similarity between R and Julia / Python 

```{r}
emb_langs <- (model$get_layer("langs") %>% get_weights())[[1]]
emb_langs %>% dim() 
```

```{r}
R <- emb_langs[language_tokenizer$word_index$r, ]
julia <- emb_langs[language_tokenizer$word_index$julia, ]
python <- emb_langs[language_tokenizer$word_index$python, ]
```

```{r}
cosine_similarity <- function(x, y) {
  (t(x) %*% y) / (sqrt(t(x) %*% x) * sqrt(t(y) %*% y))
}
```

```{r}
cosine_similarity(R, julia)
cosine_similarity(R, python)
```


## Quiz 2: Compare the `OperatingSystem` embeddings learned from predicting `JobSatisfaction` to those learned from predicting `EthicsChoice`

### Predicting from `EthicsChoice`

```{r}
emb_os <- (model$get_layer("os") %>% get_weights())[[1]]
emb_os %>% dim() 
```

We can then perform dimensionality reduction on the raw values, e.g., PCA

```{r}
pca <- prcomp(emb_os, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]
```


and plot the results.

```{r}
pca %>%
  as.data.frame() %>%
  mutate(class = data$OperatingSystem %>% levels()) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))
```


### Predicting from `JobSatisfaction`



```{r}
input_fe <- layer_input(shape = 1)        # formal education, encoded as integer
input_um <- layer_input(shape = 1)        # undergrad major, encoded as integer
input_os <- layer_input(shape = 1)        # operating system, encoded as integer
input_langs <- layer_input(shape = 38)    # languages worked with, multi-hot-encoded
input_vals <- layer_input(shape = 10)     # values, multi-hot-encoded
```


```{r}
concat <- layer_concatenate(
  list(
    input_fe %>%
      layer_embedding(
        input_dim = length(levels(data$FormalEducation)),
        output_dim = 64,
        name = "fe"
      ) %>%
      layer_flatten(),
    input_um %>%
      layer_embedding(
        input_dim = length(levels(data$UndergradMajor)),
        output_dim = 64,
        name = "um"
      ) %>%
      layer_flatten(),
    input_os %>%
      layer_embedding(
        input_dim = length(levels(data$OperatingSystem)),
        output_dim = 64,
        name = "os"
      ) %>%
      layer_flatten(),
    input_langs %>%
       layer_embedding(input_dim = 38, output_dim = 256,
                       name = "langs")%>%
       layer_flatten(),
    input_vals %>%
      layer_embedding(input_dim = 10, output_dim = 128,
                      name = "vals")%>%
      layer_flatten()
  )
)

output <- concat %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dense(
    units = 128,
    activation = "relu"
  ) %>%
  layer_dropout(0.5) %>%
  layer_dense(units = 1, activation = "sigmoid")

```


```{r}
model <- keras_model(list(input_fe, input_um, input_os, input_langs, input_vals), output)

model %>% compile(
  loss = "binary_crossentropy",
  optimizer = "adam",
  metrics = "accuracy"
  )
```


```{r}
y_train <- data$JobSatisfaction[train_indices] %>% as.matrix()
y_valid <- data$JobSatisfaction[-train_indices] %>% as.matrix()

x_train <-
  list(
    X_embed[train_indices, 1, drop = FALSE] %>% as.matrix() ,
    X_embed[train_indices , 2, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 3, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 4:41, drop = FALSE] %>% as.matrix(),
    X_embed[train_indices , 42:51, drop = FALSE] %>% as.matrix()
  )
x_valid <- list(
  X_embed[-train_indices, 1, drop = FALSE] %>% as.matrix() ,
  X_embed[-train_indices , 2, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 3, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 4:41, drop = FALSE] %>% as.matrix(),
  X_embed[-train_indices , 42:51, drop = FALSE] %>% as.matrix()
)
```


```{r}
model %>% fit(
  x_train,
  y_train,
  validation_data = list(x_valid, y_valid),
  epochs = 20,
  batch_size = 100
)
```

```{r}
emb_os <- (model$get_layer("os") %>% get_weights())[[1]]
emb_os %>% dim() 
```

```{r}
pca <- prcomp(emb_os, center = TRUE, scale. = TRUE, rank = 2)$x[, c("PC1", "PC2")]
```

```{r}
pca %>%
  as.data.frame() %>%
  mutate(class = data$OperatingSystem %>% levels()) %>%
  ggplot(aes(x = PC1, y = PC2)) +
  geom_point() +
  geom_label_repel(aes(label = class))
```


